{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* 几个重要的点:\n",
    "    \n",
    "    Fixed Q-target(定时共享参数)\n",
    "    \n",
    "    Experience Repaly Memory(numpy)\n",
    "    \n",
    "    Gradient clipping(增加稳定性)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import gym\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import torch\n",
    "import torch.nn as nn\n",
    "import torch.optim as optim\n",
    "from IPython.display import clear_output\n",
    "from torch.nn.utils import clip_grad_norm_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "class ReplayBuffer:\n",
    "    def __init__(self, column, max_size, batch_size):\n",
    "        self.current_state = np.zeros((max_size, column), dtype=np.float32)\n",
    "        self.next_state = np.zeros((max_size, column), dtype=np.float32)\n",
    "        self.action = np.zeros(max_size, dtype=np.float32)\n",
    "        self.reward = np.zeros(max_size, dtype=np.float32)\n",
    "        self.done = np.zeros(max_size,dtype=np.float32)\n",
    "        self.max_size, self.batch_size = max_size, batch_size\n",
    "        self.size, self.current_index = 0, 0\n",
    "    \n",
    "    def store(self, current_state, action, next_state, reward, done):\n",
    "        self.current_state[self.current_index] = current_state\n",
    "        self.action[self.current_index] = action\n",
    "        self.next_state[self.current_index] = next_state\n",
    "        self.reward[self.current_index] = reward\n",
    "        self.done[self.current_index] = done\n",
    "        self.current_index = (self.current_index + 1) % self.max_size\n",
    "        self.size = min(self.size + 1, self.max_size)\n",
    "    \n",
    "    def sample_batch(self):\n",
    "        ptr = np.random.choice(self.size, self.batch_size)\n",
    "        return dict(current_state=self.current_state[ptr],\n",
    "                    next_state=self.next_state[ptr],\n",
    "                    action=self.action[ptr],\n",
    "                    reward=self.reward[ptr],\n",
    "                    done=self.done[ptr]\n",
    "        )\n",
    "    \n",
    "    def __len__(self):\n",
    "        return self.size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "class Network(nn.Module):\n",
    "    def __init__(self, in_dim, out_dim):\n",
    "        super(Network, self).__init__()\n",
    "        \n",
    "        self.layers = nn.Sequential(\n",
    "            nn.Linear(in_dim, 128),\n",
    "            nn.ReLU(),\n",
    "            nn.Linear(128, 128),\n",
    "            nn.ReLU(),\n",
    "            nn.Linear(128, out_dim)\n",
    "        )\n",
    "    def forward(self,x):\n",
    "        return self.layers(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f48afe64cf8>]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "min_epsilon = 0.05\n",
    "max_epsilon = 1\n",
    "epsilon_decay = 80\n",
    "epsilon_episode = lambda episode : min_epsilon + np.exp(-episode / epsilon_decay)*0.95\n",
    "plt.plot([epsilon_episode(x) for x in range(600)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "env = gym.make('CartPole-v1')\n",
    "\n",
    "seed = 777\n",
    "\n",
    "def seed_torch(seed):\n",
    "    torch.manual_seed(seed)\n",
    "    if torch.backends.cudnn.enabled:\n",
    "        torch.backends.cudnn.benchmark = False\n",
    "        torch.backends.cudnn.deterministic = True\n",
    "\n",
    "batch_size = 32\n",
    "max_size = 1000\n",
    "memory = ReplayBuffer(env.observation_space.shape[0], max_size, batch_size)\n",
    "\n",
    "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n",
    "\n",
    "network = Network(env.observation_space.shape[0],env.action_space.n).to(device)\n",
    "target_network = Network(env.observation_space.shape[0],env.action_space.n).to(device)\n",
    "target_network.load_state_dict(network.state_dict())\n",
    "target_network.eval()#把train设置为false，默认为true。可通过target_network.train()将train设置回true\n",
    "\n",
    "optimizer = optim.Adam(network.parameters(), lr=1e-2)\n",
    "\n",
    "gamma = 0.99\n",
    "target_update = 200"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def select_action(episode, state):\n",
    "    if np.random.random_sample() > epsilon_episode(episode):\n",
    "        selected_action = network(torch.FloatTensor(state).to(device)).argmax().detach().cpu().numpy()\n",
    "    else:\n",
    "        selected_action = env.action_space.sample()\n",
    "    return selected_action"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def train():\n",
    "    samples = memory.sample_batch()\n",
    "    state = torch.FloatTensor(samples[\"current_state\"]).to(device).to(device)\n",
    "    next_state = torch.FloatTensor(samples[\"next_state\"]).to(device)\n",
    "    action = torch.LongTensor(samples[\"action\"].reshape(-1, 1)).to(device)\n",
    "    reward = torch.FloatTensor(samples[\"reward\"].reshape(-1, 1)).to(device)\n",
    "    done = torch.FloatTensor(samples[\"done\"].reshape(-1, 1)).to(device)\n",
    "    \n",
    "    current_Q_value = network(state).gather(1, action)\n",
    "#     gather : 对源多维数组的信息从新提取,第一个参数代表跨行(0)&跨列(1)\n",
    "#     tensor[[1,2],    index[[0,0],\n",
    "#            [3,4]]          [1,0]]\n",
    "#     dim = 0 return [[1,2],   dim = 1 return [[1,1],\n",
    "#                     [3,2]]                    [4,3]]\n",
    "    next_Q_value = target_network(next_state).max(dim=1,keepdim=True)[0].detach()\n",
    "#     .max()\n",
    "#         keepdim=True,保持原来的形状，如:(2,3) \\to (2,1)\n",
    "#     返回值有values 和 indices 所以要有[0]操作\n",
    "#     detach()\n",
    "#         共享tensor() not require grad\n",
    "    target = (reward + gamma*next_Q_value*(1 - done)).to(device)\n",
    "    loss = ((target - current_Q_value).pow(2)).mean()\n",
    "    optimizer.zero_grad()\n",
    "    loss.backward()\n",
    "    clip_grad_norm_(network.parameters(),1.0,norm_type=1) # Gradient clipping(增加稳定性)\n",
    "    optimizer.step()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_reward(frame_idx, rewards):\n",
    "    clear_output(True)\n",
    "    plt.figure(figsize=(20,5))\n",
    "    plt.title('frame %s. mean_reward: %s'%(frame_idx, np.mean(rewards[-10:])))\n",
    "    plt.plot(rewards)\n",
    "    plt.xlabel('epoch')\n",
    "    plt.ylabel('reward')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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xCLZd89C0lDbtYuWYPW4TA0QiiEVQnrsnRjkZR76vXvfBW5AMvYrcAm4XRp7C050D/OPNFfPG0/U/K5od53zfyHAJaX+7N4DXp3LsEYA/VdW3isg/AfhLEXkegM8A+Lb0+W8B8B8AXA/gLIDvCTg2QgghhLSEUeUFdQByxcdw960rKoTaRndYCuyMUkRaU351VWx1q5xsoL7YhExhl+5oVUUUAVJR0EsMC9KALT5eeGSEz584hw/ceCce/9B7dj2kXmNKxWT7s6R/m33eJkWlbSj+ExKsqKSqNwL48orldwL4horlCuC/hhoPIYQQQrqBaoMwuF065H07SdK7/KGKSmZWqaQt7dCQxbJ5uHVOOrK/lW2bRhWRCKJIZva9LSq1PcLDh1HFl9z3QnzgX+/C50+c63o4vccdg1VZdEX7m3082Mj+ViyiEjJEgmYqEUIIIYQYQ6VSCNwkZch3wF2WSahNzJRK6eQyjqS1Y1XRTcHErXPSkf1NS8oNo3b/RxUqsYTWWQC2uLYT22lbFzlcQ8Ptwiqlkl/YbML+ti3Zd2S7YVGJEEIIIUExHSkyhk6u9Oh2HCFxFq1QhR6XL+Qml9b+1lKmknajXsiVSt3a33z7ZiR2Ul8umBijrSnHDjNGFaN4tuhB1iO3v81mKvkfSXfe2SxTKX0tvm9kwLCoRAghhJCgWLVB16MYHsablA8VV1QK1v2tpFSyQd1BVjVDZwH26SqnHX0oE1NUbqgCsUil9XBqtJMw88OGUWAUpUol7o+NyYK6vZlwrlTKl2mTSiV+CZIBw6ISIYQQQoKitLAEwU14dMCTTJf7E87+Vs5Ums31CYXRbtQLWfhwR9WJsnIjMWmmkkihgLQN9s5lsfY3FyTN/bEpVZlKIsW/AZ5SaaNMpdnXJWRosKhECCGEkKCwg1MYtmGy4nJ/QtnfOs1U0m5UOFmmUudB3fmjiFOJzebZUOBhC2yjNFNpyJ/3ttCsmOwXleozlTbplOiKo1SYkSHDohIhhBBCgqGp9Y1B3c1D+9vmaEmpJBVh0aFQ7SYfx+3LaUe+Mt/25h4jkZl9784ZzBCy71mmVOK5dGMy+1up+VvZ/uo+Ik1kKg35PE0Ii0qEEEIICYaWJpCkObYiqHsaVq2Sd4HKM5Xas79pJ/a3LCemI+lEOWPGqCKKrEqsynrEybhVzOxETqnU8WAGgDv2fKWS+90/3jKraCPd3/jGkeHCohIhhBBCguHnppBmyTKVBjxZGQdWKuXZKvb3uKIDWShsV8RWVjWzXgCYJt0cN3nXNzcel6lE+1sdxiDr/sbixObkttfi8qhGLXfAohIhc2FRiRBCCCHB4AV1OLLW7B2PIySh7W+5DcbOLqUUFh0Sm6nUhVLJPm6SE7MJ5SywJLW/lSf0DOrOsfY3Zio1RVWmEmCLTOqdUZsItXfHNDOVyJBhUYkQQgghwXATdM6DmmcrgrqzolKY19eSUqmslgmJajfvnVtnd0WlYrFIVRGJfQ/8/THNMpXaH+NhI1HFKA0AYnFic8rFZIft/pj/nnV/2yhTafiKUkJYVCKEEEJIMHI1Ai+omyafnHc8kIBkRaXA3d/yTCVprYhh0hD7tsmLSh11fzPFcTj7WxxJ4X2mUsmiqlAFu781iMmUSsXlIsVzTTOZSvaRFnAyZFhUIoQQQkgwEuXEMBhOqTTgycp4Gvb4KSuV4qjNTKVttb+VMpWMtR2WQ5J57rC4/cTub82RZ6lVBXX7z7OPm9nfhl/8J4RFJUIIIYQEI1Mb8Iq6cXL7UMcDCUj7mUrbY3/rLqjbPfpKpTTPyhuSG9+2nzqcwmXE7m+NkXd9LC4vf/7dvk+Mrq00Yq4g2QZYVCKEEEJIMLah7X1XbFWmUiBRTdkG06b9TdGNLbQJ9cUmlDtCGlXEke3+5ufO+JlL24zbD677G63Em5N/7meVSj5+IWldC5x7u2h/I0OGRSVCCCGEBMO/00uaZRvugOdqlUD2t/RRskyl9vZnV5lKrkhzaOxvNd3f8qJT2yM8XLj9FUdiu5MN+PPeFvVB3cXPv//zukWlbThPE8KiEiGEEEKCobygDoZ6k/Kh4tQ0odQZWaZS+nsUSWsFUKPaSYHArbI7+1vxnGBUITK77zkZt7h9EgkQS3vH55DJM5WKy6WU6+Xv6oMkWXNdxXX2nZvuOtv1EMghhEUlQgghhATDFQMGcj19qNgGe1CeqRTm9cs2mFa7v5luFHxZR6vOlEr2Ub1Hq1QqTrynVCoBKKpqymoush5a+tw77DGY/96E/S0rjnbzcWuUT9x6El/z6+/CtTef6Hoo5JDBohIhhBBCgpHZ3wZc+OiKbegq5IpKoQpnbqIXdWB/A7p579w6p10VlbwsJfcYyWxBL7O/DfkAXwK3/XEkiKLhKF66JCvUlWbCIlKZ6wVskqk0nO/AO06NAQB3nR13PBJy2GBRiRBCCCHByC1a/b+gPmwMzVZRxSQJm8mVZyrZxziS1vZnrmBo9/1z6510ZH8rh/cbVUTRrFLJFfyGfHwvQ+KpaiKRrS+yNUF9UHdRUVRQKq1ZhM2Vef1/38apBZDHICnDohIhhBBCgkG1QTi2Ia/KqQOC29/S9m8igrYEPF1lBrm1dRXUraVimjF5wcSfxE9N2Pe+L/jHaEz7WyPklsLi8kgECq+w2URQ94CaVbh9MIRtIc3CohIhhBBCgrENFq2uKGfTDJHQ9reZoO4Wu2uVFTttUe7+9sfv/wze+YkvtLb+ssKuzv62DZlhy+CUM7HY7m9DLiK3Rfa5n1EqFYt2vmpp/Uyl4mOfOZiGbZxA+guLSoQQQggJhpsA8c5m82xDdyxX+Ah1/JRbi0fSnv2tK6WZU044+9srrroRr/3gLe2tv6L7WySzeUEJ7W8AfPtbu/bMIVNnf/P/BhSLJ+va34akKM2Uo/w+JyVYVCKEEEJIMIaUJ3HYGNId8Dpc4SPUhEyzopJ7bK9le1d5Y27zXMHuYJq0+vksqxeNWsVIuaBH+5vFTeBt7lR7x+eQyQP6i8ujqKj89IsnmyqVhvC+ucIalUqkDItKhBBCCAlGlqnEa9DGGdId8Dpy+1uY13f7TjylUlu7sysVXzmo+9zEtNru3O1fd/yqKuLIvgdV1qMhH9/L4Lbf2t+YqdQE9UHdxcJmI5lKAzpPH0yYqUSqYVGJEEIIIcFwF5+8s9k85cn5EJkEvjOeZ6vY38sdyELSXaaSffSVSm1+PrNzgvcYiSCWauvRgA/vpcgsmhEQR7QeNYE7psrut3JRuZnub3kgfd9x+2AIBTLSLCwqEUIIISQY21D46IptCEEPbX+byVSK2lOCdBVE7bpbTRMDVcW5ienc/hZV2N+y7nBbfu5whY2qfUTWo06pVA5Cb0Kp1JXNNQRuH0yT/m8LaRYWlQghhBASDKc2oFy+efI74MPdt9md8UB3+fPJJdJHaU+101HWSp6ppJ7yoP31+7YgkdT+5r3PUxaVABQLIK0enwOmXEx2CFBSKuU/b2p/G8L7lgV1D2BbSLOwqEQIIYSQYGyDmqYrtiKoO/AkJrfBuEyl9pRDXX023HrHicG5DjJS8iwlZI+2YFLu/jYc29AmZJlKkcwESZP1KBeTHWUlWBPd34Z0ns6Curf8M0lmYVGJEEIIIcHILCxDuKI+ZPhBx0NlEjjDIw/qtr9HLQYhlxU7beGv7ux42voYqpRKkdiiSZX1aMjH9zL49reY3d8aIc9Smx/U7R97Gwd1D+B9c/tgCKor0iwsKhFCCCEkGF1NnLeBId0Br8NlKoW6M+4Oy2KmUttKpZbtb94Bc/qcLSq1OYRy17vEKKJIZgp6uf2tvbEdRpxSK5LZogdZj9z+VlxuM5Xy3/0C3sG6RaUB2TjdPhhCgYw0C4tKhBBCCAlGwolhMIbUqroOZ7cIpVaZzVSyBZY21DFuDe3b3/KfTx3YolKb6pdcgYTsMRKZDUke0GR8E4r2N6H9rQHqgrrndn9bW6k0+1p9JVMqDWBbSLOwqEQIIYSQYAwppPSwsQ0qsND2N/eqmVIpfWxjzqQd2WIU+fpOnWvf/lbuhuXsb3UT+m2fv7pzp1VzcULfBHVB3TazataCCWySqVQsovaZceDzMekvLCoRQgghJBjMRQlHOfB4iEwz+1tbmUrF5SHpqijo78ou7W/FolJFUDfPHQDyoqPr/sYJ/eZkmUqlmbCgnOuV/43d34DxNAHAwiaZhUUlQgghhATDz00hzbIN9rdJZn8L8/pZ9zfkmUpAO8drOVuoLfwizemDiR1DJ0Hd+aOItXb5+yKh/Q1Avp9iFpUao97+Vp+ptG5RKVPmDeA7kEHdpA4WlQghhBASDC1NIElzuADfIe/b0HaLXAWC9NH+0MacqavPhr8vu7C/+cVQt/9dwYT2t1my7m+R65DX8YAGQH1Qd3UHwp1YNu/+NoBCTHY+5kFISrCoRAghhJBg+Hd6eSHaLEOarNThlEqh7ozPZirZ30PvU18t1La9q2B/O5jOLAuN+kUlLyi9bH/bhuN7GdRT1TBTqRnmKZV83L4+Moo3yFRKX2sAx3Ee1N3xQMihg0UlQgghhAQjqZgkkmYZcubMZBpWrTKbqSSF5aEoWGxaLyp59jenVGqxUOEmpMZ4ipFo1trl8rQGfHgvhTs+4khmlDRkPTLba6mIVD4G3fF5ZDfeXKk0gEIM7W+kDhaVCCGEEBIMrbhAJ82QKzk6HkhA8kylUEHd9lHK3d8CTwALE9e2J5uVSqWO7G9eUc9mKlU/b5vJ7G8iqf1tu/dHE/jh5z4ixc+je97RnfWVSjqg4/hgSvsbqYZFJUIIIYQEo2qSSJqhq+5hbeImcqEsP5q2s3e0Z3/Lf26/+5uXqdSh/U013w/O2uUXDxnUbcn3UWoRHIDipWuMd9z5lJVgTpFzdGcTpZJ77P9xPA5sRz5svOaam/GpL5zqehi9gEUlQgghhASjKiOFNMM2KZVC2t/8iaXr/hbe/tbd56KQqdSB/c2fZBczlaon9EM+vpfBFdfi1CK4LRP6kPjHnY8tbOa/Z5lKO9HG9rch5BCNt0yp9LNv+Cj+8uqbuh5GL2BRiRBCCCHBMBXKA9IMbtcOOlMpCRtorVpUK+SZSo2vama9ji67v3Vpf0tUswJJJC5TKX9ekmUqDff4XobyPtr2/dEEbh/KTFB3sbDpnndkA/ubGdB5Og/q7v+2LMM4MZhuybZuSvCikojEIvIhEXlz+vuDROQDInK9iPyFiOymy/fS369P/35F6LERQgghJCxVoaekGYaeOWOMIjGKUSonCDGRMQqgYH9rX6nU9gTN37RT5yYz4wlNPskGNJ2nRyI2z4ZKpRn87m9xJFszoQ+J0VmVEmD3sb93XR3p6AZB3eoVUfvOwRYFdbvvn21RZW1KG0qlFwC4zvv9xQBeoqoPBXA3gOely58H4O50+UvS5xFCCCGkxyQVoaekGYbUVaiKSbpheyN7uRri8OkqU6lKDdEW/voy+1sHmUpl+1ssUjhHuJ+HWjRdFncOtd3fWGRrgrLt1VFX2NwbbWB/c8fxAN64bVIque+fLdjURghaVBKRywE8BcAfpL8LgCcBeE36lFcBeHr689PS35H+/RukrEkkhBBCSK8oTBK3fHLYNK6YNNT96qxvR3ZiAGG2cyZTqS37m/dz2xM0f3WnDkn3tygSRFHR/uZsJzbQe5jH+DIkfuEtov2tCYzOhnQDLqjbe55RxJFgd7S5/W0IxYnQjRMOE9NkOAqzNgitVHopgB8H4D6FlwI4rqrT9PebAdwv/fl+AG4CgPTvJ9LnE0IIIaSn0P4WDr+L1hCZTMtKpRYylVxQd+CDVQtdEYOuaobuM5XSR5P/LHPsb8Bwj/FlUL/wxqDuRlBVVEkXZjoQpkrG3biJoO5+v29JagcDhnsjw8cVlYagMGuDYEUlEXkqgNtU9ZqGX/f5InK1iFx9++23N/nShBBCCGmYpFBU4sVZkwypVXUVrvPbXqZUan4dRguRSp3Y37rs/qZegae99c8qleIshNp7HlWOALzuby7MfKB21zaps7+Vg7rd83ZHUZYntCo6kPO0X1Tre4FsGZz9bRu2tQlCKpW+GsD/KyKfBvDnsLa33wFwsYiM0uc5/EvWAAAgAElEQVRcDuCW9OdbANwfANK/XwTgzvKLqurLVfXRqvroyy67LODwCSGEELIpBStBzy+qDxv55LzjgQTCWS2cUilMUHdRsdCW/a3LolKVSqPNMfiT7HKmkl+EnhaKSq0N79Dhjnvb/Y3n0SaoD+rGTGEzjiTNVErWXNcw1D3FolKHA2kJd1ODysDlCFZUUtWfVNXLVfUKAN8B4J2q+iwA7wLwjPRpzwXwxvTnN6W/I/37O5WmYUIIIaTX+GoD3vFrluErlfKQXCBMro6qZpY3wLO/Bd6n/qt3YX9z+9Rf1ha5hSbf9qqCCZVKFrfpUWQzlbZ5XzRFfVB3MVMpMbbYuTuKtj5T6SDJi2rbcAzS/rYabXR/K/MTAF4oItfDZia9Ml3+SgCXpstfCOBFHYyNEEIIIQ1S7HLV4UAGSJ6pNMwdm9nfRuHsb4pSppKzvwWeSNQVT9pANd+njjaVB8Y7bt22i9gJvR/KzUwli9sPsctU4iR3Y1RRmakkKJ5PnZKRmUpbaH9L2P1tFUaLn7I5qvpuAO9Of74RwGMqnnMOwDPbGA8hhBBC2iGh2iAYbm8O9aLXTWL2dsLa36IO7G8Fi00HmUq7JaVSm4VJX7mRqXDSvCA7FjvhTwph5gM9yJcgtwjaMPMt3hWNYUoKRUdVplIcCXbiCEaBaWIwilfTZGihOKroW3PzT33hFG45vo8H3ONYtmwbLGETdn9biS6USoQQQgjZEgrdnIZa/egIX/ExRMpKpRDbaQ/JCqVSi0HdbX8uVBW7cXf2N/WUG0UVjv17kv09ryptdVHJy1SKI3Z/a4LaoO6oWFBO0kwlV4RdxwJXfr2+8Yr33IifeO1HCtu+DZawTKm0BdvaBCwqEUIIISQYxaDu7sYxRNzF7lD3qwtqdkqlIPa3WqVS4EylDj8XTn0Rexve5mS3qvubyGyeVUGptAXBwHVk3d9S+9s2F9iaoi6oW+Z0fwOwlgWu+Hqrj7VrJonixP5k6+xv7vtnG7a1CVhUIoQQQkgwaH8Lx1BaVdcxSScxR1KlUgiFhjHlTCXJloekmDXWvv0tEmAnzre7zSG4U4Kfn1S2v9nn8dwB+GHmqT1riwtsTVFnQ4tECin6iWmiqOT/3L/j2Kji3MTgzMG2BXW7TKXhb2sTsKhECCGEkGCUQ09Jc+T2t44HEghnt8iUSgHuGCtKSqX0yrhNpVLbdianvtjxLHBtfjaLSiW7zHV/8/8+ZUEagJepFM12yCPrYYvJs8sFs8qiOBLsxevb3/zvwD6qXtyY7zxzMLNsyLj3ehu2tQlYVCKEEEJIMPxrcF6cNUseeDzM/eqCUvdSlUCIzTSKgmJBWrK/dWmJUVi7WbGo1OL6veM2D6GeDUk3prt9dJhw580sU2mbd0ZD1GYqSUlZZBRRhAbtb/1779yQ7zjlFZX6txkrM02GbS9vGhaVCCGEEBIMtgUPR6746HgggXBBqUd2Atrf0pbhjriLTKUOgrqtUsnLVGpTqeSywExeMBGRLFPJLfOLJ0MNo18GtxtikTTzp9vxDAFrAV3c/S1RRSzNBXX30bro9scdp8cAgCM70VaEV08N7W+rwKISIYQQQoJB+1s4Bp+plHV/c0HdAexvWpOpFHiXdqleMMYqlUZRPg1os2jjK+zcav3ub1l3uJ4HHDdFbn8D4mi7C2xNoaViskNEitZUl6kUb69SqWx/O7oTb4VabjxlUPcqsKhECCGEkGD4F2S8OGuWPFNpmPvVTeD20qDuENs52/3NPoa+E99lV8RyR6ujO3GrY6jq/lZlf2PIv8W3v0UirWdwDZF59jf/PKNqs6xGqapvusYHpcv8tCZwm3z7KatUOroT93I7VsUplXjdshwsKhFCCCEkGF1OnofO8O1vxUylNZwnCylnKuVt7Ztfl09BwdfyG+i22dnfju22qzzwj9t5Qd0sKlnctsdpUWkbrEehcR0Qy0Qle2FirP0tLlkzV1pXz49jd66647RVKh3ZjbfiGMwzlYa/rU3AohIhhBBCgtF36f9hZvhB3aXuby1kKkUtZSp122bcqrOc/e3objglWBWFzJosU8kLSTezk7mBHuJL4faH7f7GTKUmqFMqSam7XqKKKJIsa22tolLPM5WSUlHp6E68lmKrb0zY/W0lWFQihBBCSDAKd2l5cdYYxayqDgcSkCyoO7W/hbi4n81Uso/Bg7pRnLi2iQsp3kkVYMfSolJbx1FZCQLknc38v08T/xgf6EG+BL6qJo62e180hSpqM5Vmur8JNlMq9fzGittkV1Q6thv3cjtWZcLubyvBohIhhBBCgpFod5PnIePvyqFmKmX2t1SpFGIzFcVMJWkrqNtTLHSRqSQC7KQbfnR3BKC9O/L+8TpNC4d+UHdmf9uCwukyJKpZUSMSoXKiAYy3T33KmUpu329SVNIKZV6fcDeDzk3sZ/Xo7qiX27Eq7P62GiwqEUIIISQYvjqJ12bN0fe738uQd39zSpoA9jdTVCrlapnQ9jf/c9FVplKqVNoJt38r1+8V1CZV9jeXudTzLJqmMCa3apW7k5H1qA/qltK5taiiW+fGiF9/6eN7V/7s7Y2irSgquZsa27CtTcCiEiGEEEKC0W12zHDZhgD0SWIQCbJA6RBKt/Ix2Vb3t3Lb8ia58fbT+PjnTs5Zd5qp5AV1l8cUkmKmkq0wuc5m/jimprvC22HCL4DEERWfTVAO6HdEAvh715iSUilZp6jUb7WuP/7dUYS4VHgbKsxUWg0WlQghhBASjIL9jRdnjbENSqVxYrATR16xIURRqZyp1FL3N/jvX7Ov/Wt/8wn89Buurf27K1LspkqlI2lRqa0Jr7+9LjfJqkHsMneeKCtGtpXEoGB/G+rnvU1cYbWMlLrrJWmmkjsvbKpU6uN3oK8s3IsjxNF2WDCdNZeft+VgUYkQQgghwfALAbw2a45iplJ34wjJZKrY9YpKIeYxqorIuxqWUq5PKMphwE1ycn+S5Z9UoWnwc1f2t6qMGX/inmUq0f4GwBUB7c9Ran/bZuVWE5SLyQ6RkoowLcA6Vd+mmUp9fN/KSqUo2o4OhLS/rQaLSoQQQggJRmJmJ5BkcwoqjoHu10liMIolK/oE6f6G6kyl0JO/kEqzc5Nk7jFhg7pl1v7WUrtzf3tdplIUyUxIeqGo1MNW7E1h0rb2QHtKuqFjapRKZSWYuqBuWb+oNDz723Z8l7ug7h6+ZZ3AohIhhBBCgsFMpTBsgzVoUrK/BQnqVoU/t8xsLoGLGBrw/dufJHMnr0YBATL7W9b9rRP7m5+pZJepp1RqKzj9MJMYzYoaziK4zfujCeZlKpXtan6m0jr7vahKXPm/d44fI+WUSttQVMqUSvysLQWLSoQQQggJBjs4hWEbinVnxwmO7sYzAc5NUp5cltvah0IDvn/7k2Tua2rJ0uOUSq11f/PWM62wv7lJXKKKURTuve8LTlkG5MfqNkzqQ1KXqRSJFPLOEi12f5tuGNTdx3O1XwDfjRnUTaphUYkQQgghwUi2QFHTBX3P6ViGMwdTnLc7mglwbpLy5DKkKsonZKbS/tgssL8BUeRlKnVYVMozlfLub07NYYxmaqptmMTWYUyuUIpZZGsEv6Oej4jMfDY3DeoOWUBuA/+8uzvapqDutGHAFmxrE7CoRAghhJBgbIOipguK+7W7cYTk9MEU5++NvKydEEWluu5v7WUqNW2vOLfQ/mYn1K6odMQFdbeVqeStxymVRGZVYlOjmZpqm88dieb2N7ePaMnZDGPmBXUXlUVxtFlQd1URtU/4Q86Duvu3HaviMpX4WVsOFpUIIYQQEgxjNOuo1ccL6sNK3y0Vy3BmPMV5e6Htb/nxCWBGLROKUJlYqmrtb3PGr6nlb28UYTeOsNNy4aZgfytkKhXfZ2MUo0yp1MrQDiX2HFoO6t7iHdIA5c+9oypTKZJNg7qrf+4L6u0rZ3/bhu/y8dRlu3U8kJ4w6noAhBBCCBkuRhU7UYRxYmjZaJBtCOo+e5DgvEtHG03oFuHn1QDIJk/BJ+3eyzdpX5wkisToEplKwDMffTkedu8LsvW3V1TKf3YWkzjKu/y5cSSa29+GavFcBqeWAfyiZ/X++OP3fRqfvessfvopj2hreL1ENbcS+pS7v7l9v1lQd79vACRGceGRHZzYnwzS/vayK2/AuYnBC578sMLyvPvbcLY1JFQqEUIIISQYiWdhGdKFaNdooKLEYSK3v9nfw3R/QyFTqa3MmrIaoin2J8nC13Td3x56rwvwjH93eWvqLId/vPpB3VLKrUkMPBVVO2M7jCReASS3CFY/973X34G3XHtrSyPrL0Y1K2L6iEjhs58plTYI6i7Y6Xp4IBtVXHR0BwCwN4rSwlvHg2qQK//ldrzrk7fNLJ+y+9tKsKhECCGEkGAYr4NTH+/SHlb6Hv66DGcOpjhvbxTU8uM6oTk2CeRdhVBKs3NpUWneviqHFJcVQqEpZszYSpZ4FiPNikrGs78N8xhfBt+q5YobdUXDxCiOnx23NbTeUhfU7Yp27hhUBaJIEG2iVPKKtX0sUKgCFx+zRSWrVBrWDSKjWnljZszubyvBohIhhBBCgmE07zK1zRPDphm6/c0YxZlxgvN2Y8960vx6ZoO60/W3WlRqUKk0XlKp1EE4ub9+R65U8rq/pX9PDAvSgP0suIKblApvZabp52Y8ZRDMPMqfAYegdAyqIhZkx+F0jZNQ4bPew7cl8ZRKu7EN6u5jcawOY6qLfS7vrY/qsi5gUYkQQgghG3PbyXP41zvOzCz37W+8NmuOvud0LOJsqrixSiW7LIz9rRjYK9LOsVpQmgWwv817SZep5Gi/qOQHdef2t+x9Ni7jySojgPB2xMNMYvJMpUypVLNDXDHxxP6kncH1lPJnwFE+1yRGrVKpsaDu/h3Ivv1tdzS8oO5EtTKM2xUQh1RACwmLSoQQQgjZmBe/9ZP4b3/2wZnl1v5GpVLTFDOVuhtHKM4cTAGkRaUFlp9NKCsW8kylsDtV4RcFm3vdrKg050Vn1VntFn39XTsxefe3cqbS1BgqlVA8RhdlKrnPCC1w8zGlz4CjbHMzaaZSdhyu8SHxzyV9LFAYY4tJx3bjQQZ1J0Yr39dJplRqe0T9hEUlQgghhGzMyXMTnDlIZpYb1Txsd0AXol0zdKXS6bSodL6XqRRiM2dVO/Yx9KTJn6g0+f6dc/a3RZlK3gwg7jJTySmVvA5b7s/GwMtUamVohxLbgcz+vKj7m1NXHKdSaS6mRqnk6kzZMahA7Ad1b2h/62NTBaPWfvlzT30EvuMrH5DbkQfyoVTVyvPlJHGKyWFsZ2hYVCKEEELIxkwSU3nxNeSJ4Z//42fxu3/3qU7WXbRUdDKEoBSUSgHtb4qiYqEt+1uwTKUlg7pddgzgdV1r6UAq2N+87m8z1iNV7A40j+3PVjh3JF6m0iKrYq5UYlFpHnWZSuUCdqLW/iYiEFnvOEw0z2Sqslkddlyo+Xc85gH40vtdlB2LfVRdVZGoVr6vLlNpKNsZGhaVCCGEELIx00QrJ6WJ1/1tSJJ5AHjHdV/A//3I5ztZ99CVSk71dt5evFGeySJsgSWnLfubvylNblduf6t/jioKOVIhlWBVVG27b38zmqoHvDy2Pio85vGOjy9/7rC5X8VMpbpDxhXp7qb9bS7LZioZk6vERmvavlTVe9/6dxwnJrcFAghqR+6CxFSrrpxSSXV4558QsKhECCGEkI0ZJ6bywswYHWz3t0lSLZtvA/8id4gXvGd8+1sUruhhTLkTmn0MP2EKlKm0rP2tkCOVL28D/zzhiiBSUiq5p2R5bD1UeMwjUc3ypBZhvKKELDg+k/Q1T1CpNJfyZ8CRd3/L1XKRpxJbL6jb+w7sYSGmXIDrc4GsCmPq7G/553MoBbSQsKhECCGEkI2x9rfZ5Ub97m/DujBLTLU6qw0K9reBTbgB4My4HftbOVulrdBq//WbLAqeS5VK845La/nLf+/U/pZO3GKRQl6QG8sOzx0F+9siJZ3rpnd8n0qledQFdYvkfwfS7m/pwnWVStYC3t8OqDNF6JbPF6ExqpXfoX5+Fi1wi2FRiRBCesqn7ziThdkS0jWTxFReeCUK7ETDzFSaGtNhUWnY9jd3bjtvdxQ8w6OYqWQfQ+/TQlh1APsbUF94KE8S2+7+5q8nz1SSgrXL7Z+dgeaxGdWsALT4uflxGS34LLj9djeVSnOxlsLZ5bkVNLc+ueMyimTtoO7MAt7Dc3VicqUc4HXIG8jNjLpMJV+pNJRtDQmLSoQQ0hFnDqZ4/h9djVtPnFvr/z/zZe/DK666seFREbIe06S6La9SqRSEYvewToYQlDyoOw4anl2eXMYyXwnS3Hqrf96U/fFiy4YxAArqLPvYlo3SX49fVPILem75kM8dkyVTm403qc/VXNXPdfuN9rf5aI1SKapQKrl9H0ey1nGomts4+2hVLmewxc6C2cNtqcLUfI/7Rd+hnX9CwKISIYR0xPW3ncbbPv4FfPjm42v9/xP7E5w8xwtHcjgY13R/s2G7/c2TmMekJpy8DfrepnoRp11Q9+4oaNGjbIPJQ8EbX1UBf1tCdH8D6id92rGdxajfDcvuaImKKpHM/hYNM4/NmOXb0/vKskVW0Kz7G+1vcynbXh1RyV6YeEXnte1vXiZWHy1jsxls/d2WKpZRKg2lgBYSFpUIIaQj3JfUuhNtY6qVIYR0wSSptoIZBXYWdCzqK4nRtewQTRN6wn39baeXVlU0xZmDKY7txogiCTqJKSuV2rK/+S/f5LrOeUWlOjWLLaTlv4dUglWvP1cvOjVA5GUq+d2YdkYDPXfo8kqlRPNiR25VnJ+pdPcZ3nCaR31Qt/t7+ujlWW0W1N3fQkyiNfa3gRRajKl+X4r2t2Fsa0hYVCKEkI5wX1Lr3AHR1B5wGCa0hACp/a0qqNtrC97HC+p5TE31Hc42KGYqhVvPibMTfPNLr8Jbrl2u/XlTnB1Pcd7eCEDYokfZBiOpDSu8/c2+vrXUNPe6rvubv46qdRfVWfaxLcWb8XLWcvtbsQtdZn/rsW1oHqtYZ21hw/68qMDqlp/YZ1FpHuWujw4p2V99ldH6SiU/YH3dEXeHn+kFDDOou9L+ZhS7I3v+Gcq2hoRFJUII6Qh30bzuRYp95BcdORxM6uxv6UV5GxP1tpkmJute1TbFTJ5w+/XMeIqp0dYnqacPEpyfFpUyy0+AC/tyu2zATpra6v4WR9Lodi1lf0NxQp0VKlrMVIrTKolTA9hMpVwBkQd1D0sV4VgtqDsvApa7k5Vx1xXHz9L+No+qzz1QDK1X1YI9NlqzqKSqWeB8H21UvloLyJVKQym0JEYri33TRHFk1N/3rW1YVCKEkI4wGxSVkg3+LyEhGE/r7G+aWVuGdmGWmGp1VhsUM5XCrce9p8tOgJvizMEU5+3FAOB1BQuTqVRWLLRxrLoC62jN8N869gv2t3mZSvnvndjfShNT3/6mmi/P89jaGVtbJEYxWXKjEqPZRH7RZ8EtPzNOMJ4ObKc1SDlLzeFnVrnPg3teHK13XvCVSn0sjs5kKi2wYPYNozrzvqoqxonB3o79Dhra+ScELCoRQkhHuC+xzYpKjQ6JkLWps4IZ44pKw8tFsRbUbj6EoYKey5gNzlObcPpgivN2nVKpve5vgFWDtJWpFK+pfqjDz1Sq7f5WsrMsCn9uGn+S7dvf/HFkQd3xMIO6nTpimffeaDHXB6gvGE4Tg910nzGsux6jiqhiFpwVNpG/N86Wue5n1WaI9bdZRTmDbWhB3abic+h+3xsN8/wTgmBFJRE5IiL/KCIfFpGPicgvpssfJCIfEJHrReQvRGQ3Xb6X/n59+vcrQo2NEEIOA+5iep0vqyzkm1905JBg7W+zy90EMpJmFRmHgcRoZ3cw/X3dilKp5QmEVSq5TCW7LMTxU9VaPI4kePaJ25ZR0Eyl+nVXdXNqa8JrlUrFrJJiULff/a2/WTTzcO//MmHdRpEVQBYVWBOjuPT8XQA2D41UU6VQBLxzjXeTJFOJrR3UnXc77Fsdxp0TIq+qNLSg7qTihti0VFQaSgEtJCGVSgcAnqSqXw7gUQC+WUS+CsCLAbxEVR8K4G4Az0uf/zwAd6fLX5I+jxBCBktuf1v9/yYJ7W/k8KCqmCTVYZeJye1vfbxLO49JYjpTKvn7MqxSyT4mLW+nX1SKF6gzNqEqW2XdLk+r4F5+FEeNZo0V7G91FilTDupu2f5m/O5v9rgS8du55zdORgNWKvmP8/Dfr0WqsqlXVLqbRaVa6jKVxLNgZmH6vv1tzUylst2zL2SFtQr721CU8qbCxj5ON25vlNrfBnb+CUGwopJaTqe/7qT/FMCTALwmXf4qAE9Pf35a+jvSv3+DVJWQCSFkIOQXlat/M7uJbN8uUMgwmXh5O+WJv0kv3pvucnUYcJlKXQSQ53kfYVUcuaKibftbgvPTTKWw9jdAULzcbMP+5iuVmsxv2l/C/qYl+1tIJVgVvv1tktjzg6QWWTcOdx7Jg7pbGVpruO1ZJqvMb+m+KJsnMYpLz9sDwLDueZTVeo4qC2a0YVHJeEHdfStO+N8zDmcH7OqGStNUdX9zn8u9HSqVliVoppKIxCLyzwBuA/B2ADcAOK6q0/QpNwO4X/rz/QDcBADp308AuDTk+AghpEs2CdveJI+JkKbxLy7LF82uJbPI8I7XTTo4boorZMUNBz2X6aopwBk/Uylgd7KqbJVIwtvf3Ms3XWw9N04WFokUqLS/tVUcLQd15yqcvIA0zYpK/ZyML8J9npYJ6y52f5uvePGVSsdb7tjYJ+qDur0OhOlb44ekb1tQd9kCCPi5Xp0MqXGyOAnvMzXNlErDPP+EIGhRSVUTVX0UgMsBPAbAwzd9TRF5vohcLSJX33777RuPkRBCuiIrDK3xXZVN9PhFRw4Bk2l+HJaPycTYiZDNqRnW8eouPLv4HLrr37aKSm1mKiVGsT9JMvsb4BRZIYpKs9kqofcpUOr+1uC+3Z8kOLagY5FTDzqilu0sqkCcVvKmxngFE/v3xFMOOJvc0M4dq3RVNKaolgGq1YnuOLrsfCqVFlEV0A/4qj3f/maXbaZU6qdlrMr+5j6TQ7n+dOdJf3sm6ft8JD2X9u1964JWur+p6nEA7wLwOAAXi4i7SrgcwC3pz7cAuD8ApH+/CMCdFa/1clV9tKo++rLLLgs+dkIICYW7OFlnQuEuRIeWUUP6ydi74ipPZFUVcdROm/a26VKplNunoqDWoLz7W3tX1WfHVtB+fqGotFqh53PH9/Ezb7g2K/zVU5WpFP49defupgtYfjGu7vNmJ9S+8iBf3gZlpZIbistqUc2Dc3cipxRoZWit4bZvGQtRYjSzHLn3qur4dOejC4/uYBQJTlCpVEtVQD/gL8vbzGfWwzWz1rTHSqWsA15FBttQlMdVyv/J1H4udweqlAxByO5vl4nIxenPRwH8ewDXwRaXnpE+7bkA3pj+/Kb0d6R/f6cO7bYEIYR4bKIAyCZ6PE2SQ8A8+1uiLqh7eBPDrqxhgHcXPbACrAul0pkDmwtUUCpFstLd4r+//g68+v2fxc137899XnWmUvj8L/f6O3HU2ITFGMW5icmKcXXHpVVn5b/7lp82sC3W/Uylkv3N7/426udkfBErKZW0yiI4+/8Sr1C5N4pwMKG8oo6yWs9RUCqVOp9FGyiVssD5nn0JuuH654u+FsjqcNvhb467ptnLlErD2NaQhFQq3RfAu0TkIwD+CcDbVfXNAH4CwAtF5HrYzKRXps9/JYBL0+UvBPCigGMjhJDOyZRKa3wxd6mQIKTMPPub61xkc2qGc7yqaseZSvYxdAC6qbiLG5rTB1apdF4a1A2sbn9b1iJcNbkMZbXzca8eRwJjgNtPHeBn3nAtxtP1CwEH6f91xbi6bVCt6/7WVlEpVyBNjckmqX6mUmZ/o1Ipzf1aXFRyrzWKBLujKDseyCz1Qd35/nXnDrdstElRKcqP7T6hpX0A+N3ferYxFahq9l1asL+5oG5mKi3NaPFT1kNVPwLgKyqW3wibr1Refg7AM0ONhxBCDhubTNa6VEgQUqZofysVlVLpfxtt2tvE35ZOikoIY58q497adpVKaVFpd33727LNDIzR2UylFde1DoVMJVW8/8Y78er3fxbPeuwD8SX3vXCt13Sd31wxrq6gZq0/+e9tB++q183Mt79Jeqvb78a0M/BMpWW6Khrv/YqifFnda1qlUrxRgXLoVGWpAZ4V1Mxav9YO6ja5uqdv6nL/mHK4AmffVFdV1H2PT9IvviPs/rY0rWQqEUIImWUTlQOLSuQwUbS/Ff9muzuFV9S0zbTjopLb5aO2lErrdBRYk6yo5NnfbJ7J8q9hljxHVmWryIrrWgffvpioZpOYTY4lV1RabH8rKZW8Yk4bGM3DfqeV3d9ylcjQu78tY39LjOaFjTkqEXdOckqlMdOFa9Fa+1t+DLpDzu/+tk4hRdW+f9KCArJp3Ob6+6qvBbIq/G0whaKSUyqlTQ8GsK2hYVGJEEI6YtlJTxWbWOcIaZqC/W1GqWStGyLDuLPpKNzh7KT7W16UCDlRce/ZMq3Pm+LMuKi4AWymx0pKpWWLSsBMF6goCj/5c8NyQeuuqLTJOX0/3W/HUoVXffc3FFKkushUyiamST65j6vsb/FQ7W/2cSn7m8ntbzLnvcrD36PU/pY0NNrhYSqKyUBxWa7Ssb/HImtmYNrXXTfou0vcebAY7D8k+1v+s/+Zcg0enP2N9dnFsKhECCEdsWzmx9z/O4AvddJ/Cva3cqaS5plKQyqC+gqDboK67eMotP2tg0wld0G/O8ovU6MVtzPJJu0L7G8VioV27G/2cRTbouA4HfAmNsNzk2LAedU2zJsktvUWG6NZVpKvVMpDkmftb0M6dwCrBeD7yrJ5IclTrwiyN1FsCSIAACAASURBVIpof5tDXVC33wmxnKm0SVB3FDkL79pD7oRyBzz/5yF8JutuDrnPEpVKyzM3U0lE7jHv76p6V7PDIYSQ7cFNetZRb2TWOX7PkUPAZG5RyU7Sh2d/y7e5m6Du/GI/5Oq76P428Ww8jlULPcsqQasCeyOR4OfWgv3NaFZI20TNl9vf6jOVcjtLx/a3yNnfDERGhTGp5mNx9rehzencezNZQgKReMouP/Nn5nkzSiUWlapw4cxVmUqV3d82Duq264qi/hUnKu1vmVKpgwE1TNH+li93N8r2dvrZta8LFgV1X4NUGQzgAQDuTn++GMBnATwo6OgIIWTAJGb9DI3M/sYvOnIImKfaSUxufxtCBoOj66Bu3z4V0prWRaaSK7A4NQtgJ2Wr7Oalg7orJperWu3WoVwUbCRTaVxSKlW8lsnUF/myPKi7RftbqkCaJJrZi9yYEqPZhHWnp63YF+G2Z5lMJWNQmTtVppCpFFOpVEeWlVRZVMr3rzvksoLemkHdLr8plvUymbqkXFgD8iL0EJTy/vtRUCqVur8N6dolFHPtb6r6IFV9MIB3APhWVb2nql4K4KkA3tbGAAkhZKhs0lWpC/UAIXUUlErePEa9CWwsYbN/2mbSeVEpL0qE3K1ddH9zF/QuzBmwx9AqE7KlLcKKGRtM1MKxWshUMpoFwzYR1O265lW9Vjl8GOjA/ua1WPfX79tq3E2XvrZiX4SbpC6VqeRZtaI51iO3z+I0qJtKpWqqCquOXC2XWzB9pdI6RSHfAt634kS+r4Zpf/PfTv+9zTOVUtXn0E5AAVg2U+mrVPUt7hdV/RsAjw8zJEII2Q7cF/I6X8xUKpHDRF2mkt+SOephSOk8fOVO10HdQTOVsuJMexPUXHGRX6auup2r2N/KggXb5WnpVa1FlqmUbpdTlWxyLM1mKs0+x+1DKSiVin8LjdFSi/IsU8kP6rZ/G2L3N2e/Apbs/ubZ3+I5BUBfqbQ3iqlUqiGzdFVUlfLPwmzxadOg7mjNolSX5PsqXzavA2Hf8LfBP8e4m0ZHdoZ3/gnFIvub43Mi8jMAXp3+/iwAnwszJEII2Q6mG9yZdnc3+3bXiwyTaU2BJQs6jdIL6gEdrr7CYJmJYdO43Ry6qOQUO60qlZxKJS4WHtaxvy1SglRlKkkLioKsKBjb98+Nc5P9/Ok7zgIALj62U1iHj1sk8O0s7U4StaRUKhe41AtJjqN+tmKfh7+fF73frgCV299mX6P8unEkNqh7CKE3AagqrDr8XC9/fwJYuyjkCteR9E9xV1ZrAfPVcn2j6iYYAEymZaVSu+PqI8sqlb4TwGUAXg/gdenP3xlqUIQQsg24i+Z1vpgzlVPfrlDIICna3/Jj0s+uWNW+dNipu8PZFm6do8Cqmi66vzkr2E4hU2k9+9ui96YqUylqoYiRZSqJy1Ta7Jx+5+kD/MF7bsSTHn4v3PvCPQDV79m8TKW2DmOjwCj2OvuVOtHZTKXcytXHrlnz8AuWi4K6y8HqbkJfdXz6RRBrf0uaGO7gmJuplD7aTKX8pghgz7XrFH1dUTBeM5OpS3ILe7FpAjBspZIr8rtMpSEU0EKzUKkkIjGAn1LVF7QwHkII2RqWtWdUkamc+EVHDgFF+1u+PL/L6ZQmwzleJ4l/AdpFUck+2kyl8Pa3NtVYWVC3p1RaVZG1zLi1osBifw9fxLCWGKde8Oxva674d/7uUzg7SfBT/+HhOHlumq5jXlGpmFdV9/wQGFXsVLQod+Py7W+xK0gP6NzhF4EXfa7yQpH9PZozoZ96RaW9EYO665iXqVQM6s4Lv0CqVFrzJmAk9rX7prir6hbpPq9DKCoVlUr5cvf9zu5vy7NQqaSqCYAntDAWQgjZKtwF4CZB3UP4Uif9p677m5/7MzT7W2E7OwzqHsVh96tbzzKBwk3hT44d69rf5k0Cq6xgwPqTx1VQaJazkpjc/rbOOf3kuQn+5AOfxbd/5f3x0Htd4OXuVBWV7KNUKJXauEnh7FxxSYWWjSWyz8m6TkWrd/477CQViog6ymqZeZlK7tgZRRF2WVSqpaqw6nCnHPUKm35Q9zqfT2exjXuYK1guagLt22VD4n/8CplK5aDunhUDu2DZTKUPicibAPwVgDNuoaq+LsioCCFkC9jEwtaFJYWQOiY1Qd3GuygfmtqgkKnUxecwUypFgYO63WObSqXU/lawSK12YW+WKNrXKRYiCb+91nbnOs0Bk+n66tPbTx0gMYrHXHEPAL6SoOLJFcqDNu1vWUB5PLt+97PNmMoLJG3YEdtklUylcgFEouJyH/e5iSPBbszub3XkhdWKolKhA2Fe2ATse7BuULdk34Hrjbkr8vypCvvbAD6ThQzIQve3VKmU2t94rb2YZYtKRwDcCeBJ3jKFzVcihBCyBpnaaI3vKiqVyGGirqiUeJP2eGD2N39y0alSKbACbJniTNNMjYHIrFJplcLCMsWwui5QrtATEhvemxdb3WdonXP68bMTAMBFaUD3PItUdaZS+rcW3mNfvVhev/05tb9lCp3hWWdNxeS1Dr+DJpC/t1X7I1MqxUKl0hzqbK/+MtVi7hngukKufhxqan/rZ/e34j4A8s9u37alivrub6lSid3flmapopKqfk/ogRBCSN+YJKZwJ31VsiDZDexv/KIjhwE/U6nW/tZD6f88ptuSqdRRULcf0g2khYUV5shmiXHXdYFqowBqw3vt+5cYzT5Da9nf9tOi0tG0qBS5ddQXlaRiktiG8sBt3k5UrVSSVCVmvGIKg7rzYzQPSa5/XZupFGNqrNomrqqebDFVOUEOP1Mp8c6xwPpB3TY/TXpZHM0L7/myIWUq+efIaqUSu78ty1JFJRE5AuB5AB4Jq1oCAKjq9wYaFyGEHGqOnx3jcb/2TrzyuY/G4x96z7VeIwuSXSOrxF3YDOFLnfQfv8BStL/lE9go6p/0fx7+Z68LG0BRqRTS/ta+UikxZmYiHK3YOWmVcZczlVxhIyTG2JwVlxeUNV9YR6m0PwYAXJwWlebZU/IJdb4sn0ivvOqVyQvN1d3fXJHUzweSgVlnC0qlRfa3Ur6Y21XVSqW0Y55YpRIAjKcGR3fjjcc8JOYGdaePNlOpWIDdNKjbdn9ba8idMd/+1smQGsU/R/ofxUli1bI7cb0ykBRZ9hb7HwO4D4BvAnAlgMsBnAo1KEIIOezceWaM/UmCm+/eX/jcxGh1+9/sTvrq66f9jRwmJjXd33w1jVWaDOd49YvBSQdX1+qpEkLuVl1C8dM0k0QLmTsAVs7VyYK618pUCm9/03Q9ThXVhP3t4mO7AOYH6WrFJBFYff+uix8wn63bDwHOur8V7W9DmtMVgroXXAD46iP/seq9KmQqeUUlUqSqUOLw7YVlq+Y6Qd0umN63uvYJXzHocJ/XIXyf19rfUrXskKx+oVm2qPRQVf1ZAGdU9VUAngLgseGGRQghhxt38bbMXfAn/da78Ufv+8zMcjcRXeciI7e/rfxfCWmcOvtbNiHqqfR/HoWOd50olexje0qlNru/zVqLV7VPLhfUnb92YV1R+MmfUYUA2UQzs7+tsd4Tqf3twiPWgDAvd6dum+M1Jszr4BeaHcWgbmc9yif0fZyMz2OdoO5MLTPP/uZlKrmA4YMk2Xi8Q0NrPgP+MlvYtMv8PCujqxVf/XX18cZK1fmiTbtsaPyvtaL9zWAUS6udMfvOskWlSfp4XES+FMBFAO4VZkiEEHL4cROsRRMtVcVn7zqL6287PfO3TbJKupjoke1FVfGKq27E3WfGlX8v2N8qAqzFhZQO6LrMnwx2oRj0bUQhr3fdW7soULjRdVbkwKx6/CxjEa7LVGqjAGrVC7ZYYMzmSqUL9kYYpYW4rO18xdeDolqd5Wx4oakK/pXSz4XOWwMsSPvvy6LPlZkpbKTLq5RKmWWQSqV5zLW/efs3e146W14nS8hfV1uF2yapDvYfTqZSlV0fyDNTsyLjALY1NMsWlV4uIpcA+FkAbwLwcQAvDjYqQgg55GRKpSU6t6gCp85NZv5mlpj01K4/C/le+b8SsjI33bWPX33LdXjHdV+o/Hu9/W071AbdFJXsYxxYVdNF9zdrPZi1Z62yncucX+sUC5GEzz4xqogiyeyLm2Qqndyf4MI0TwnIJ8HzM5W6sb9peqqIIskm8OVOdMZ4qpvI5k4NKSi3ENS94Es8V2zZ30WkNmMq6xQXRblSiUWlGeYFdbtlqvk5xC1zRaVVzoV50LW0VrhtkmwfeB/SIVnC/M9i8XOp2IllUKHkoVm2+9sfpD9eCeDB4YZDCCH9YFmlkrv4OHVuWvu3db6ssgnTgCbp5PAyyY736uPNLyoVLtK8i/I2Omq1SSFTqYMLzjxTKQprf+sgU8laDyq6v62RqTS/qFSnVApfYLHd3/Ji60ZKpf0JLj6WF5XmTfqyZRUd79qxv3nKDRFMVYvWmpJSyRWk2yh4tUVVl6k6/GYHjrpzabbPJLe/Uak0i6+gLeOWacmC6T+uVNz2zjGhbwCEoNL+NiBLWEFZ7W3ONDEYRdGgQslDs2z3txsAvB/AewC8R1U/FnRUhBByyFk2U8nlZFQVlbJJzxpfzOz+Rtoks1vWyAUmdfa30l3aIakNCplKHdrfRoFthYve+xBMzGxQdyyykjIzWaLwXq/aCV8AzTKVUkvMeAOl0olSUWleDsg8dVa73d9cXonOWOGMpvtHXMDxsArS/rYs+lxV2QWjmnNpVlSKaX+bx/KZSkWl0mgN1cpMplLPjuOyUg7IVUuDUCpV2PUB+/2+M5JM9TmkonYolrW/PQLAywBcCuA3ROQGEXl9uGERQsjhZppNtOZ/0UzSC7qTc+xv63wxJ97saghf7ORw4y68JjXHe9H+pjM/R9KevaYtDo/9TYLu101suuuSJJpN4ByrtpV3z10mU2mm+1u0WgFrHYzmBRPVvLiwzk2G42fHuOjobFGpatPrtnnV/bsumVBKcvubP7ePolQlYvJjwKq5gg+tNVYJ6vYVWw63j8oUMpXiGADtb1WUs5J8/Mwq9c6x9m+bZSqt2mzgMFDXKS+OZBhKJW8T/Pdm7JRKtL8tzbJFpQQ2rDsBYADclv4jhJCtxE2iF10Qukn46YN6+9s6WSX+XcohfLGTw82iYPhJTfc3/y57H0NK5+FnoXTT/a1ZpdJ/+YMP4KXv+JeZ5W7b2sxUmhp7Qe+zsv1ticK/e7nyhKmN/C9VzYqtBfvbGj6LE/tTXHR0N/t9nv3NLanq/tZGUUlLk+zyWGyelS0queXSQ4XHPFayv2XHaL6srjjhbjbFDOqeS17omVUqSVaQ9cPi7d82C+p2Ns61h90JWrOv4oEoj/3ziv89Pk1vbLD72/IsZX8DcBLAtQB+G8ArVPXOcEMihJDDz7KWkMkc+1umVFrjyyop5bnsxCu/BCFL4woKdUql8XS2kAR49oGon9L/eayiNghBdhc9bma/fuq2U7jkvN2Z5W7T2iwIThIbkuoTR4LxCt3R3al53mSgPlOpne5vLmssUc0+W6tOXlQVJ/bHxUylOYqKLjve2fXn63OTdb9+GKf2N78DoFXmBB9aa/j7eVFQt28XdLh9VMZXKmWZSskKH5otwVfLlXG7WTX/LJaDulf5jPrr6uONFXcejcuF9x7mQ1Xhvx+++m9qFCN2f1uJZZVK3wngKgA/BODPReQXReQbwg2LEEJW4z//3j/gf7/3X1tb32TJ/AtXVDp9MJ2Rq28SgNt1O3OyXbgiZt2xNjUmm8T4TynkSUQyqInhtCZHqi3c+WSU7tdNLXDjqcHBZHYC6nd/a8u+ODWzQd3r29/qJ+21mUqBc6rsuvPMINU8f2/VY2l/kmCSaMH+JlG+jjJ5Ia1sL2w3UymSPJvF3//ufU40z1oadEF6oVIpV3s6Fnd/y5VKB5MByEkaxlfLlXGfC4Vmn8VyUPdqmUr5uvqouKsrQrcV7B+aYmORfPnUmFL3t7ZH1j+WKiqp6htV9ccAfD+AtwD4bgBvDjguQghZiU/eegrX3366tfU5G1CdcsPhF5/OjhPccPtpvO1jt2bL/MdVqGuDSkgIsmD62qBugyOpXK4qayiO7EX1kI7VrpVKeaaSvZTbdNdOEq3MX6nq5heaaaIFZQaQFhZWWH9+fq1/Tm2mUitB3alSKV25K+iteiwdP2vz+i4+OqtUqtqGvJBWXB5H7RRH/YyWOvuby1SKY7+oFHxorVGl5qzD/d0vAkY1VsWqotKYs+EZ6orJdln6HFPMrfMfy+/Za665Gd/0kqsWrquPHVDr7G9RD1VXVWjNtXRuf5v9G6lmqaKSiLxWRK4H8DsAjgF4DoBLQg6MEEJWYZKYVrMD8gnLcvY3wFrgXnHVjfjJ111beo01ikodqyTIduEuqCY1x9pkqjiy45RKsxdp0tML6nlMOg7L9zOV/N/XZZwYHEzrlUpAe8Wzqam2v62y+uWUStWqnUjCv6eaKpXcpMUV9FadvLiikq9Umnd3vS5PpjX7m8nXl9nfKvKCpl5Qd1sh4m3hvy+TRd3fnP2oZH+rum6YekUlpxxlUPcsdcVku8zLVCrb32pspTfcfhqf/MKpSiWnv65e29+iqvNxv7alCv/j55/zJ4lVy0qWhdX/bQ3NsplKvwbgQ6pKYy4h5FAySczCi7Nm1zd/ku0YF4pKE9x+6iArfi3T8rqOLtQDZHtZlCE2MQZ7I6tU8i803YVYLGKl/wOa3/iF3W6VSvWdvpZFVa39rUqp1IHVdpoYjPaKl6irhmdn6ro5Y86CukvL21DGaLoeV9DKikorBnWf2E+LSsequr9VTHKzok5xeVtqoHI3LLduh6Sd3sZTg93UAunUS0NhFZVjVQGkzqroXncURbn9jUWlGeqKyXaZfVTNiwyLgrr9G4SjUjHcX5c7tvtEXQEuFunke69p6r7fpia/UdbHYmAXLJup9HEAPykiLwcAEXmYiDw13LAIIWR5jNHsIrQtsoyZRfY3b0ynDqa448w4Uzi4L+t17ogXvggHdLFNDieLgronSZ6pVOhM6N3lbKOjVpv4F9RdbJfrHuYmQZuMwW3LuYr8lYIloEWl0qg0i1m1HXeyxPnVz/wqryu8/U0z9YLPqufzE/tjAMDFXve33MIz+1qKGnVWy/Y3v6DmjyWOJCtyusKIVY4FH1prFIK6F9wMy9QyvlIpqlZOTL0iyF5si/zs/jZL3efeX+Z3fyvb38rnhnkF7KyhQiS9VPeYiuPP/T4Elbz/OfLfm2mSdyCVtJkCmc+yRaU/BDAG8Pj091sA/EqQERFCyIpMsnyjLpRKi+xv+RfRqXNT3Hn6YOYCZJ0vKwZ1kzZJFgTTW/tbqlSqKLZIT6X/85h6n/1FYbshsEHPeS7NJte8buK5yP7WZqZS+Y5/JKsFvfsB47XPySZMxeVt2N+MIrNWFJavuN4qpdK8LlVdFtIAvxuWLY7YdZfHYb/PdzylUt8m4/PIc5KWCOp2hY1S7lTVZzExBqPIFuuyTCUWlWZYxv6mmC2ouM9V+ZzibjJWnWsSr9DXx+O4zi47Gsj3eVJTVPI7kMYr5vltK8sWlR6iqr8OYAIAqnoWs2phQgjpBHdR1qbM29mAFnZ/M0X7252nx1kXJfcltardAehmoke2l2k2QZ9nf5vNVPInRG11l2qLqdFs4tbFXUwb9OypUjYYgyvIV3WK8t+zuve/aSYV3d+iaLX9nCmV5vyf+flCS69qLVz3t/K6mwjqzqw2Fa+VFXpLy9uyv/nBv+VW7Xa5HaOvVBraucMdm3ujaOH3d1WodN17NTV5wD2LSvXMC+r2lZ/lznvu+eX3bDrnWq4cTN+33PR5dtkhqHeK9rd8+dTkSiV7Q6ztkfWPZTOVxiJyFLZwCxF5CICDYKMihJAVcBOiNpVK2SR7BfvbF04eYN/r8OO+kDdVKg3JFkAOJ+7CeK79bWe2wOJbN+osG30lSRQ7kSDpyAZQViptUlTKlUqHp/vbTlX3txW20SxxjnZ/mbWChVcUWPuizExsV13vif0JRpHg2G5cWF436csm1KXbytJSd0Y/C6w6U8kqIBJowf42pHOHOzb3RvFCtXOmdPHeryiqy8vSglVrFEml+nDb8RW0ZfKiUl5kcMens+TWZSpVvZe+MrCPx3E5rNwRD8T+VtVYBCiqZYdm3Q/FwqKS2G/a3wfwVgD3F5E/AfDVAL477NAIIWQ53ES3zTtyi5QbDn8S/uk7zuT/P9FssrNOLYyZSqRN8iJqjVJpqjgyqrK/2Uc3eR7SsepUAV0FlmqqVJKsqLT+a7mGAgu7v7Vk80uMIi5VPVa1v2VF+7mZSnWqnfCBuu79KysAVt3Hx/cnuPjYzkxhLK5Rs9SFFMcthWH71iM3BH8oNlPJHpO7A7e/7Y2ixfa3klrG/Vy1P3ylEmDVSlQqzaI1hRJ/mXpKJXcqqgvqzpRKc5SBfe3+lu2riu5vHbi+G8e/hPfPf5PUSgoMp9NdaBYWlVRVReTHAHwdgK+C/e59gareEXhshBCyFNMsU6m9k76bXC9UKnmT8E/fmReVJsbkQd3rdH+j/Y20iMuMqOt2ODW5Usl/it89JxpYLsE0tWjFiXZywWmMZne/AeSymzWYzLEQr9Kpqilsnk5ZqbTauc6deucVMutsMG0FdQukgaDuCS7yrG+OuuDtugl11FJ3xrIdqDwW3/52wRE7TbHKsfBjawu3D/Z2ooUK66qg5PpMpWLA/d4oKnSgJZZ59rdM+Wm8oO6STbN8bsi6o1YWlfLX7WNxNB9/cXkbuXNtUKfETRLNLNh9LAZ2wbL2tw8CeLCq/t+QgyGEkHWYdqpUmv9FM64pKiVJfsGyzpeV/3/6dpFC+kemqqspoo6nBnupUqnq2HRWlyFdl7kJXBxJR0HdxVyaJuxv46mBprY6R/Giu51z7NRUBHWveLd4paDuqglT8KKSVeiUFUMrB3WfrS4qxTWFB62ZJEpLFo+yHag8Fkkn3n5HyaHZT9xlwd4oXngNkQc9e0WlqFq1Ny0p/HZHUWVO2rbj3+wok2fUFb+//Mfy+X65TKV+FkfLhTXHUAotdfmkE5MHdUsPi4FdsGxQ92MBvE9EbhCRj4jItSLykZADI4QA7/7kbXjq/3hPq1lBfcQVbtq8I5d3cJu/Tve8nVhwy9372fKJMRsVlbruPEW2C3dBVRvUnSiO7MwGdfsToqFNDKdJXlTqRKmUBT3nv6+L/x1TVisV7G8tKpVGTdnf5pwf3eFcmakUeFtdplJZqbTqPj51MMX5RyqUSosylaoyUlq2vzn1zYxSydgCp9/9bUCnjux92Y0XB3W77S6HmVcqlZKiUmmXSqVK3K4rf+4BQOB1fzNaeF4W1D2jVHJK3qpMpfw7MO7hd2BmEa5QNg7Bzl7X/W3qfQfVFehJkWWVSt8UdBSEkEqu+/wpfPSWkzixP8E9z9/rejiHli6USpMlLXdusnbJsV3cdirvbzBNdKnMjzr868S+XaSQ/uEmunODul2mUuEizT66yfOQLsymRhHHqVKpo7T8KO2qB2yWAeQXkg6mBkd28tBn/y1vM1NpFJUnMaudK7PumnPOj4pcRVBcV/gihqq1qJXVEquez6eJwW48OzmuU7N03f2tbAcCZq1dUzU2U2mgSqUsqHsnwslzk7nP9VvSO+psVOVMpb1RzEylClRn96lDovw5iRb3p1NPzmQqJfXXcjO5gj37DsyUShWZSkOwv/mbUOj+5gV1s/vbcixVVFLVz4QeCCFkFpfbsz9m9455TDpQKiVzLiJ83Njucd5sUcnNQ9e52+PbUPp2kUL6R54ZUX0ndmo0s6pUFTzjyBY/BjQvtBatKEIcmU4uOI1qllUFbNZVqKhUSgDkypc6e0BIpl6ehWNVJc288FyHb8XyiVrohOYylcoKgFULd1YxN2s8qCvi1gV1t1W4cWPyVXb+fNW9z+NpHtQ9NPuJOzaXCequ6r5VV1QypSLIbhyx+1sFeQfEOZlKqkhM0faVKZVqur9VvZdlZV7fCjF1mUo2qLtf21JFsbGIb3/zlJI13RZJkWXtb4SQDnAXHmfG045HcrjJVRQdZCotWOfYKyr5TIzJJujrXGT41y5D+GInh5vM7llx0ezUS3s7s0ol/y57PLALsyTtDmOl8e1XlYwWg7o36v7mK5VKGSwFS0Bb9jczG9QtKypplrEX12cqtRHUnX4uyplKK653kpiZ/Cmg3p5Sl6kUtaQk9O1AVUHd7n0eT8tKpeBDa41MqTSKF6oc1SvMO+wkd/a5UzNrf6sK39926j73/jKjqUXVmym7fVv+jM7rBuxbbPt4HNcXofunuqqikAHpW709K2ldt0VShEUlQg4x7gvqzAHvNM0jUyq1aX9z3d8WKZWm9u+XlIpK00QzdcM6EzV/Etu3O1+kf8zrbuM+C06pVHXnL0qDuodUAJ0mVhXQlTTeBj03E9Q9L1Op7U6TxihUZ+0Wqypp3HPnF5Xca1eFgi+9qrUwaSB6WWS06j7276j7RFKtXsuKSjP7tx0lob/P3URVCmoQO+6i/U02UuIdNrJMpVG00ELvPpr+MVqX8ZIYU1QqjSLa3yqoK5QAZaWSFvd7TVD3/O5v/o2V/n0HlsPKHV1lCTZN4SZY+rNTX48ypdIwCmihYVGJkEOM+4I6S6XSXNyEqE2l0jy5s88kMYgEuDjtzuO+lyeJKWbPrPiF5a+XX3YkNO5iq0qZ547FzP5WEXwZp8UP1c1sWocJ16HMFpXan7hpan+T7M76+vu1oFQq2WWKSqXw2+ny6sqFklXvFs+zbDqyY7Gjdtm+fdGx6k2GaTKbPwUstr+t0/HuX+84g4/ecmKl8c1bv3uLy3lBibO/eUWlIX3Nufdlb7Q4qDvJJvX5sjo7oCt0O/aoVKqkzvYK5OdTVbvvq+xvs0olu4/nd1t0FvB+Hci1GfNfewAAIABJREFU9reBKJWqrsPdOXiHSqWVYFGJkEOMm6xRqTQft58mibam2nF3FxdNstxd5AvS7jyXXbCX/j8tTNBXvXvlZycM4YudHG7cMVZ1V91ZPDP7W0FObh+jgqIm5Ejbw2UqjSJBS/nVBYxxuTQuU2n91xovqVRqI6jbraNcKBFZLY/ETQLmnaJrlUqt2N+0oDQD7Pu5uv1tNn8KcPaU6vWma6t4/vx1/+bffhIvet1mzZ99lYjb9mJnMzvuceJnKg3LOuu2ZW8UL7wZVtV9K64JYU+MFqyQe1QqVTLP/pZ1f1N7Pekr+ty+LRd+l8pUivpZiMn3VVnNOf/c2heKGZD2MfsO8rpP9u1964JgRSURub+IvEtEPi4iHxORF6TL7yEibxeRT6WPl6TLRUR+V0SuF5GPiMi/DTU2QvqCO4ntT6hUmodf2Klq6RpyncvY33bjCBccsX0R7nPhEfv/ElPqOrHi3Wmj2QV33+TUpH9M5xRR3aRoJ5rNjEi8C+o8q2IYx6vLVIo6UiplmUpR/vu6+MXCcqZSssF5ah3KF/SOVdUqqyiVqjOVll/XOhgzq1Q6uhOvHtRdkT8F1NtTajOVlrC/7U+SjRuHuHW48H637nwc9pyiiuw7brBKpZ1o4TVE1n2rtI+qPou2+1v+udkdRa02MOkLdcVkuyx/jtHZgidQ0f1tXqZSoYjav5sqrpD//7P35tGyXfV54HeGGu747psHSUgChAYMAkeYyQ7GBqfxENzu1U46drenNE7idK+0s1Zix4nteIDEELBpY4xjE0NM22AGCwcwEkIDSEhICE3oPb1Jb9S7747vDlW3qs6w+499fvv8zj77nDp1b926VU/nW+utd2/dqjrzHr79fd9PP1ejaOUzwWR/o3kELWzYZfW3QthOpZIP4F8LIW4D8AYAv2RZ1m0AfgXAPUKImwDcE/0OAO8AcFP0710APryN+1aixEiAJmulUikfHV+wnwdFKhW3v1VcG9NEKu2qq89vJaskCIWaSJQrKCW2G0EOiUrPQMWxUwPNRCjvVaas8yKribtDeQsy6NlSK+t9C+rW7W+MwB5EULevDegJvQa9q6DunI/kKZWA7bVqklKJc2f1itMzOegHIjNTKatCmPy7QXnQZdt+KLZ8DySqYUW7wHfFtiy0PHkP8qDuUbMN5UG3v+Udm6mke271N3Yua65TKpUMiIme9N8SmUqRxZiQFdSdn6kUf+/VVP3talHv0DFUnPjaBGphg5SUV89i2HZi20glIcQlIcTj0c9rAI4CuAbAOwF8LHrbxwD8ePTzOwF8XEg8DGDGsqzD27V/JUqMAqixKzOV8pFQKg3Ih+KroO4u9rdAqhnI/hYrlSSptFm1URAKVN10ta0SJbYDeSQqrYRXXFtOdhJkqfzfsS30w6Y1TCCryU4NroUQsPqUqdQtqJsm94NQZNG9plc069WSRpckb59FxuSSJlDbeV1FtB1ua6oXyNjRkVn9LTNTKfq7qZpTN1IpCLdsgaTtc/tbQqlkA61ILZfMVEput+UF+Ik/ehBPnr+ypf3ZCdCx0PHljVtU7JdGvGVlKrlcqeTYKZK4RHKxQ0fcnkpCvUhQN/0eGK6jSJCoo5fNYyI16fergVSi6+HacdurlErR+LzMVCqGgWQqWZZ1A4DXAngEwEEhxKXoT7MADkY/XwPgPPvYheg1/bveZVnWY5ZlPTY/P79t+1yixDDAKzOVCoF38ANTKtEgokun2glkptL0mFQqHYyUSl4YIhDxZK3X1asgFHEwcrkQWWKbkRfUnbS/WUY5ucVCea+WwZnKVHJ2SqkkEllVW1FyJJVKuv0tbmsGoVSK7yfN/mZbPWV4FCmmoAgOPV9IKRKKb69XiOj6cVtTveJsygqtnysgeyKUTaR1t5hJpdLWOhyTUonPVy3LQltTKsk8reT3zK228fi5K3hiBEklakZr0cJQ3jWPg7qT5IbpI0EoyupvBZBnf7MsC1akjNPPp71FpdIoWsZMmV7AaOZDmRCGcnHGZc+UUl8n7G+jf6zbjW0nlSzLmgTwGQD/Sgixyv8m5J3a01USQvyJEOIOIcQd+/fv7+OeligxfKDBW6lUygdfZR9UBTgaPHRTRvmBJI7e9LJ9+NV33II3vnSven0rFjY/oR4oO7sS2wtagfUM95oiAcj+xh5BGpA6jPwYtUF1FvxIhWhb1kDIFh3S/sbtGpv/rkRQt5dcxBBisG2Nr1kPCEWqk3HQfZb3mbxMpW6f3SpCEQWts5F4reL09HzQxNeoVMqY9GUrlboTk0EotqxUSlhirXjSRnAsC61IXRNnKqWvBd2z6+3RGx/FQd2RUimHqDNlKlmZmUpJ1VpJKpmRF9QNyAh7IWKLMYHsb3p7H2ds5mUqjWY2GPUzOrIy20YNgcomjI9Hz/UrlUrFsK2kkmVZFUhC6RNCiM9GL18mW1v0/1z0+kUA17GPXxu9VqLEixbUcTW3GIx5tSMRMjuwTKXsErIcXiBDVOsVB7/4lpehHlXIooEeZWH0OlnjOSclqVRiuxHb30xKpWhVz7VTkz8unaeVTnGVzHFoFdvdocF1rFSKf98scpVKjMAeSPW3DLtFEXsWR556gKAIltS25P/beVnp+iXsbxW7p3PssTwzHXaGmiVLqVTEzuIH4dYzlQwVIdNB3Ul7mClEnO7ZxgiSSjxTCch/rrKrv6U/oytraq49sDHRKIFbME0gxW0oRIL0VWSz9gyo/DYjictJ1N5V6TuNQIhUWwxcPfa3IKRFL1blNqTxedw+XQ3Hut3YzupvFoA/A3BUCPF+9qfPA/iZ6OefAXAne/3/iKrAvQHACrPJlSjxogRN4EpSKR/JTKXBDKBo0Ntte15kfyNQJ0U5B0oB0Gs4ayhQca8u5UeJ4UXeBD1WKiVX+4Dk4J0W0K+W+9UPZUCybVsDIVt0iEjpYqmJzua/KzdTSWCgBLYfJgl3AhELRW1+tK95k7gsxcIgVHVSqaTZ39zegrqzQs2BKFy2B6WSVdT+tsU+lltiacLOd5/vl1IqGYJy40ImI0wqRYtMeec0K6jbdG/6oUjcT1VXVpcbNSJju5GlUCSQoijQzic9Z5nV34yZSvF3jqL9jQoK6LBH8FhMEBFxyK+NUirZrP0pudmucLfxu98M4H8H8LRlWU9Er/07AP8JwKcsy/oFAGcB/GT0ty8C+GEAJwE0AfzcNu5biRIjAeq4RnHQNEh4O5CplLcyxdHRKvNQJ0UTt83aSnjIdzlgLLHdyBs0J+xv2opeyCZEWXkUowquVBoUmc0h0D+lkheEauXZWP2tgE2nX4gH9FkV2cxVmzh4m5inrIn/ohMs0fds570aVZbiJMpY1UGw1rtSyTUolZwM4iGbSOtO2PnB1qu/Ge1vCWtXkhSh17JIpfURzJxUQd2O2U6VfK/8n5MbUvGSfq8pUwmQVsG67Wx1t68aZFVAJKhMJSESKkb6Wb9e8aJLtv2NQvmJGM9SSQ0bRJb9zRq9SnYmEHHIi4xQ2xJXf9uZPn7UsG2kkhDi69B76Rg/aHi/APBL27U/JUqMImjAWCqV8sFX+TqDylRS1d9E7gDB80OlTgLiTkqVTFbEUG/bT1ZkGv2OvcRwI8wZNPvMgqNbbgI2oB5ETs0gQZUdHdvChrcD9rcwOTHfymnt+CEmay5WNjy0vbzqb4Ozv5kylYAoAyNzeBm/R/28CaUSTcy306oZCjlI5vaaeqW36m8+UwnqsDIzldJ2KqCg/S3sg/1NWQ7jfUhau+L35trfRlypJNuO7vY3db00G5apHdXztSgIvO2FynpfImnBNEHZ3zSlkpOxMKIWXXKUgVyVGArA8MgOJXS1FmEUVVcmUKYSz4ii68jtb1fLuGU7MZDqbyVKlNgcaIBXBnXnIxHUPSClEldH5Q3E0/Y3s1Kp14o6Mqg7qhxTdnYlthk8mF5XM3S4/U3LjAgNqoSrRUZOqgDH3pkVW2lLiEmJLWUqRQUFqq6tQpL5dgaaqUSrxIbqb7Q/3cDb5Lz2Oau0+GDsb8nqfYBcZOhlm55m0+CQuTvZn9WJNJMaSEcQymDwrVQa5G0CTay72t9MQd2UqTSC4yNSwNCktdeg7jxSyWH3Aj237aBcmOTg4dkmSNVeWvmVFdRdLFMpvs9HiaCgdkqHbajIOIoIQ/ksytwk+ZreB+1UHz9qKEmlEiWGGF6ZqVQIiaDuASmV+OAhb+XWC3X7m+yc9aDuXgcZoSjtbyX6hzufuIh//zdPZ/49YKNHfeCcsr/xTCVmf3P6QH4ME/xQwI2Oeeeqv8VBz1sN6q46tgz2NSiVagNUKnmZ1d+KK7JMYfHG92UoFgYx+aNMJdp2xbHgOraqtFgEuk2DI6vkd5b1x6QGSm8vW5FRFHGmU7wPycpmafuWKUOI9mUUlUqkgHELKZXk/5zccDJC2P1IAUWoRY1uWQEuCZVzlBGqRPlivqb8ygrqVsp1Y6YSW1jJyGQaZoShMJJvjr3147jziYv4D3/zzJa+Y6sIBdnz47bR0yzYWVbiEkmUpFKJEkMMlak0gitxg0QiqHtQSiW2zVxSyQ+NmUq6/a1XLswPQlTd7nkMJUoUwYMnF3Dnt1/I/LufQ6JyUikrqJuTH6M0oM6Dz+xvO3FMgpRKzFKxWXhBiKpro+Y6qaDuUMSk0iDamuygbvl/kXOdUCrlTAboL/qkaRD5XyLKVKLDNJGy3aDbNDhs23zs1HWlqr9Z3ZVZRbME88An2dQmJHJr2H7RPWAZMoTioO7RW3QLQjmRJcIiL6/FpKqxLPNiUqr6W6UklUzIsr0SrEgZJy3O6UVB/XLlZioZqh2OEj9BpIuOftjf7n9uHl96Zmdrcin7GyPh6X9XtT9Wz2P0FyNKUqlEiSGGR/a3ERw0DRJ8dWhwmUpskp2zTY+RP0C8otzXoO5RGqGUGEp4gcB6x89UveUp80jZUnPtRNgl/xxXJVwtt6vP7G87QSrF9in5+1YsSZ0o+02WINftb7ydGkBQN1O3cWTlmZjAdzNP+ZNlgxnEvapX73NtC47T2+QlyyoIIPUsEvKUSt3ObWyD3fx9oJdYB5Lnn+9XLZGpZCaz10dRqRQRilnVxDhM9jfHNl8rPwyT1d80u30JCb7YYQLdb14QqnMIgCmNkuczP1MpbmPoq0ZJ9ZJvf9vacTQ6fsJpsBMIw6hgAnumaNE4DuouHQFFUJJKJUoMMajjutqUSgvrbfzUnz6M+bV2X76PE0mDqtBQ2P6mZSrFpJKcuFWcTZJKogzqLtE/eEEIIYD1jLYmcb9rzxg9fzXXjlYv47+RmsayrJEcUOchCAUqzs6ViZb2tz4rlSp2agLKCeyBKJUo+F0jSqwejpOuB5VUz0J2plL0Pdt4vCFbIQfkvsrV8uJ9mKdC8s1KAhPxQC/p80SrQEYKKTG2kq1lUm7YGmFCiO1v6eveHuVMpYiQdtVz1V2pxM+RyQ4ovxdwnPT5K5VKSRTJVAqFvM91a6mpvVcKF8NzwQmsUSxWEWoV8Aj96PeanSB3UXYQUNmIjFTX+6CrJZR8u1GSSiVKDDGoYWt54VVFHBy9tIoHTy7imYsrAIAzCw0srG+eYEoolQYW1M3sbzkDbC8QiVXkirK/kVJpc4GwZfW3Ev0E3c9rre6kkr6yqJRKFScVqBuIuHLMKA6o8+BHobg7qVSyLEtNjLYW1C3J75rrGDOVHNuGbQ2o+ltGTpDKOerB/lbrEnydpVjoR05VN+hB3RWn93uJyIgspZKpa8pWKnU/3qAvmUrxhJ52m89Z+W7xTCV932L72wiSSkJOZCs22d9y7lFSe9pJUsnEQwVhmMhUUqRSHybun/nWBbz3y8e2/D3DgCwymUD3mxfl5nE4djJDTwgRK/gMz4Xalp2dyTTMkFVG06/bGZltvaDZCXZeqSRiwk/ZGLU+qKz+VgwlqVSixBCDd1wb3tVjgaNJy2rLAwD8048/hv9y1/FNf58fhmog2hlQB+WHPGekuP1NVplg9rdNKpX8UKDqyOpvWZ1ds+Pj2OxqT99b4sUJIkZXNzzz3xPKvOT9Tqo7s/0NKTXCVmxawwSVqdSHwfVmIFJKJbkPbT/Ad15Y6em7EkHdhupvji2Ji0FMAGhipqtverG/0fWouHaX6m/yf33S5Kh7tdAubwoCZH+Tv7tO71bKrFBzILtiEb2iT6izlE2J7ZFSaQs2SB6SbFIqmaq/UXByYl+iPtQLROqeHXZIyw1TKuU8V0RAcWQRgGTJJVT7GNT91WNz+Nsndzb/pl/oZn+zLPmc+EGIqt4OaX0cvy9NKkO+Lbo2o7QQmGV/60dFtEbbz618OAiE0fNl27H1WO+DyupvxVCSSiVKDDG4LLQ5gqtxWaBVs9VIFTG32lIE02bgBQITVVd+94CUSn4Qol5xop+L298AGf7XpqBut/dcpDAUEILnnJjf9xcPn8U7//DBgVkCS4wuOj0olfT7ve1LUtcUWi2EYGoEc8jpKCIMhQow3flMpSQB8rnHL+Kdf/hgT20q2d/qGfY3mhANIlOJtuH0w/7mSFIpi8jMzFQaQKVCIZITTaVU6iWom4Xk68giHrKO2UTc6IhX8reuVOKEaJJUit/L7W/6NewkxkejRSrF9rdIqZTzXLW90Eiwmq5toFV/66f9zQvCq8ZG1z2oO85U0lWArp3MPfO7FG1J3u/02hZ2fsAIMkilirP1RYYNL4AQO0uyBWFcMCG2vyUVoGX1t2IoSaUSJYYYXhCvOjU6ozVoygOtKq61PIShwFrb35Kv2gtCjFcd9fMg4IcC9Ur3nBEvEKkBf8W21MRtM5lK8YTJHBpJmFtto+2HV5XKrcT2ILa/ZSmVsgfObT9EzbVVefTkym1sf3MGMFEfFOgZrGxCXdIv6EHddF4XGx34ocBGD31Gwv5mqP5m2xZczfaxXdDLORP048wDrSpX3HwiKiZY0qHVwPZnKvHqfdWIVOqFt4urv2XY34yTXPl/Opy8uy0nL5C4KAI1yY7vXX6puc2Ljstsf4t/H7Wwbpqoq6DunMn5CysbODIzlngtqxoVWXIJRCr1I6jbC8KrZoEqfgay7G/S9mXKVLI1cj1RadKYqRS3MYOoKtlvCBGT7BxTdRedIFSVjDcDqty4k/cV9W+mTCW69kXy5kqUpFKJEkONIBSYrksFzijmBmSBVrvWWj7W2j6EyM8U6AY/EJioDVqpJGKlUk5v08lSKvlJpVJPpFL03m5KJVKdbKXT7yd+9wvP4u5nL+/0bpQwgAZRWUolfoungrr9EDVXPgu2nRwwU14BEA/gR0n6nwU6X5SptBOThFAkq4fRaW1GwcW9DNQ9X8T2N629IGJQVibb/uNUIal6lkkPOUeqjewShBzb37IylQru9Caggrqjw3QdObHpxVpG1zjT/mYM6o5JnSLvJwSRQlb+vJXqb/J/TqjpeUGEqhMrlfRrwfv6UQvrDkmpZHe30F9Y3sC1u8cTrzm22UYsFVDx78r+1odJux+KgVXX3S402j5Ozq2zZ8D8vjhTKVn9DUiHNiet4abnLf7OUcwVJKWqjpnxCgBgJcMyXwTUVw1isSILYZT7aDESnpSD1Ac59tUxbtlulKRSiRJDDD8MMT0mG+6rSW1Cq2arG57KcNnKSoUXhFGeyyCVSiHqbr79LS5Jm+yQXaZU2kymksoLoc9mDFDW2vLc6sG7O4W//OZ5fPVYSSoNI3pRKqWCuv1A5Yvp+UK8cswgyrQPCnFAspUKbh0YBIxKJVr97cWi1AlCVFwbtYqTIubJ5ufa+ZXU+oXY/rZ59VBc/S3KnctoArNsMHGm0vba3zgpWHHsqKx18e1mVcoDcpRKFPxsUGflndq8NqAXcFLL0ghn+br8v+LEyg4rJ6gbGL1FtyB6psjWlnc+JamUVCqZqr8JIVSoPoEWnrxSqQQAeP/dx/G/fPihzLB6Aj0Lnp9R/S1DnWQiB3kb4/TQhg0LiHTRsSuam1xpbo5UCkOh5jU7WQFOVX+zDUolO85UKu1v3VGSSiVKDDH8UKiGe9QGTXngSiXK/djKYMUPZcdfceyBKJUoT6VeJaWSubOhlV29eojrWKz6Wz4xZAJtz3XsXMsCqU6GIcRUCIFmx++LDL9E/0GTmtUimUp6ULcXohZZQW02MBNC4PjlNUxGKkJ6DK6GwVmgnsEdtr/ZnKyT+0C2t17a1GRQt0YqhbFVJ8+m0y94SqmUtp0AxUhJahOJ0O+mVLJgttpt571KmUq8+puyQxW8nxS5aVAq2bZlPFf0kk6kWV3sb4mJ9FaqvzFSi9qEhP2N2QH5a/qx8L5+fcQylcIox8XtoqRrtH0sNTpGUkm/VvTrdlV/8wMx8plKD51axMqGp8ZQ+UHdAn4Ypqu/aWSt3+W54EHdtLlR6gKJ/NZBc5PNKpVafqDOw05WgAtCSVrz6+ppmUp2lLFVIh8lqVSixBDDDwSm67Lhbl5VmUqxKoI6pK0Ef1IYdtW1ByLPpkFEXdnPzNvMyrtwbWZ/i/7WS2UJeq9j5a+gkAqsNQRKpbYfIhSDsyeW6A2xUslMKvksANacqRTZ35ii4L7j83jo1CJ+4XtvBDCYMu2DgiJ2d7D6mx7UTc1QQ9nfelMqVV3LWP0tiKq/DUqRFRMlyXazl0ylWKlE7av5fXmh1Xmf6wdCIWAhVi9QphJQnMzKIuAA2T+YvicrT4ZniuRtS/68dfsbD+rmSgjaL7p2QDJE17QPo7bopoK67Xyl0sUrGwCQsr+ZVGW+QeHXz+pvXrSYNkoqG46VDU9Vw21F4+kMTkmSSkJeF6P9jZ1Ofj5M15G3MaNY/Y3uVR1bJZUajAjeSjXJrUJE/Zu07tP+xItGQFqdVsKMklQqUWKIIe1vV1+mkrK/tXysbvSe/6HDC0JUbBvVASmVqAOkTKWsASERXPqAv+JYypJWcbuHfae3H5FKTrqEO8cwZSqReqJUKg0n6J7Ksr8Focisdtj2AzXwJoLFD0L87heO4oa94/jpN1yv/gZsr6VoUEhkKg0oa0iHzFSKV79DTanUazZPlYK6NRI6CKOgbmcw1d+yg7p7sL9puXNdM5W0bdEkajsJUCIF6fqR6g0oTmbpK+ocdsZESGQQaWS9y0LflEpkB7Jj+xtXjFA7UdGUSvq16FwNQd1O/j19YbkJAAalUvreDML0c9PX6m/Rd4yqBe5bZ5fU806LtPn2N6r+ZrK/8cIV5tBuArd7jkdVis8uNTd/IAMGtVM6ZsaqADZPKvFCEltZVN4qgsjex8fSgUYqZVmJSyRRkkolSgwxrl6lUlz9Lba/bb7BpgodVXcwpBLtK1V/y+psaBDGV1wBLah7E0olPnjMUw+sKlJp5weBzYjYKpVKw4kOI3pNCEKhcpP0/IO2z+1vkux49MwyTs6t4/95+ytYWXCaQG3LIQwUiUylHRpwikjpEoe/ytc3o1Ty/Kj6W8Vgf4sG3YNSKpkmxwBY5aTu30HzvG6ZdVmZSvT7dvKfVFWJjqvi2IpQKUoI6lWKOLIWHLLyZKwMZVO8rX5lKsX7R+eZ7wq9xvtNy6DM6fghxiKie9QW3VJB3RmN4oVlUiolSSVTqLpabNou+1t0T45qWPcjzy+pnynLJz+om8aWpqDu+PcsKxyB29++/+b92D9Vw0fuP7XJoxg8aPFCx5aVSixcfyeJSlo04ap/2p8Ks7+VnFJ3lKRSiRJDCiFEIlPpaiKV1AR2w1cWra3IX71QdvwVxx5I50SDiFipZN5mbE3Q7W+xUmkzmUr0XsfKn9CS6mQYlErNaNBfkkrDCXr+8pRKRCp5RvsbG3yFQlV1uXHfhHofiSmuBvsbX8l0dyjEMxSRhSg6r1vKVKKg7shCzMkIqv7j2tZAVpRpgp0O6pb/F1G60f3crX2lV9OZSr3Z0DYDmqxx+5vdq1JJq1LE4WRMhLj9TH9/3rlNVrnaiv0tJvJU9Tce1G2n7W+2lb7uXhBiz4RUS4za+EhaSrsHdV9Y3kDVtbFvopZ43VTiPFDqybT9rR8KYXr2R7UPf5STSl2USlakBJPV37oplXhbmR/UXa84eNf3vRQPnVrE4+eWN38wA0QokhUFCVN1F5YFrDQ7m/reJiOVdrr6G9nIqd/zAxH1rWR/Gy3L4k6hJJVKlBhSUAM2UXNhW8kGeNTBM5Xi6m+bb7A9X3b8A8tUirZB1d8ylUqBecBfceytVX9jg0fbsGIJyIEfbaM1BEHdNOgf1VXOUcLJufWelG9A/PzlZSoRiaoPnHmmEq32me79OPtn9AdnnvYMCjH440plKmnWjqIEkKxSKZT9DYifUyFkjopcyR1M9TcvFKg4Vmp1vBeih9pEuv+yzkWWUkm3FG4HYqWZ/J0ISmATSiWD5MLOIDuzlErdVuO7KTKKgis3iADh7j3aLT2oW9+kF4SYqDmoONbo2d+IqO0S1H1huYlrZ8YM9kyD/U2k7wXLksRVPxbbiMAcRfvbRifAUxdWcP1emU3V7JKpZFsW/CA0FlrRF/K6Zyoh2pbc2D95/UswM17Bh+8rrlb68H2n8OlvXSj8/n4iy/5m2xamau6mlUqcCN5JojIMoZS4SqmkBbRntaUmPL/QeNESUCWpVKLEkIIHxU1UXSw3O/jXn3oSz1xc2eE92zqoA2l0AixFqxxbq/4WwrXtqPrbYCY9QGx/6zVTybGt+G9u78GNvOKPm5GbwRUnQ2F/65T2t0Hg5Nwa3v6B+/GFpy/19DmPEb0mBKFALSNDrO0FSaWSMKv0dPJjlBFbtFjFrgGrlUjpogdY07PmFSQmqC2qRkolAEpJSYfkRJPTQWQq+UFozgjqITybuhMV1J1xbTJDq1Wlue1UKkWkILO/2T3eSypTyaRUss1Ep6p4Z7D85fVDvI/eimKNBxfTPiSUStHPNU2pZArqrjg2xqvu6NnfRMGg7uUNXKNZ34Ao4yUJ9m4eAAAgAElEQVQjU8nRnp1+ZU160djKG8AYq984NrsKPxR440v3ApD2N3n/ZSiVEI9VdGuprQV182chP1NJ/j5Rc/Hjr7kGXz+xEBFXAifn1jL3fanRwfvvfg6f+/bOkEpBKDLP08x4tU9B3bEK7k8eOIX3fPHopr5zMwhYFVXqW/xAoMLI2W4qTsKVZgdvf//9+OzjO3OtdholqVSixJBCVQ6zbYxVHdz5xAv4zOMX8LUTCzu8Z1sHl2K/cKUFYIukEs9UGoT9TWUq5SuV/Az7GyeZqk7+d5jAV5qzlEpccTIM9rcNr7S/DQIPnVqEEMBTF6709DlP2d+ylEohy1RK3m8dP1SEk23JiSw9z1xtQD/uhFWs3+DEriICBsyWCSEl+npVPVK1egWfNZrQVqNMJSDOvVNW24FWfxNm5U0P6iEV1K2UIBn2t8xMpe0nQJV9kQVT03EX5e7iCqPmTCXTs8aDgxPv70KkJdUZm2/H+fZN9jdlB9QylYRI7ls7ygGbrLkjqVRyrJhUyg7q3khVfgOoxHnyfPCKlBz9ypoc5UwlItoPTNcBSOVSlvUNkOe3Y+jDAEQLeeZwbmOmUph+3l5z3Qw2vAAn5tbxwIkFvO39D+CbzJ7H8fknLsILRGbfvN0QQlaSNGHXWGXzQd0es78FIdbbPn7kg1/Du794DB954PTACnpQvhknrv0gqVTSq7/90X0n8ZVnL6e+a7HRgR8KHL2UTRJezShJpRIlhhTc4jRRc1WHcjXY4DrMjnUxCqLsZeXzhSsbibLXXigHl1XHKjyR2gpoAq6qYWUMsLPsb3wVvttKuglFypnzAcgwVFwr7W+DAQ1Mj832NqjpZn8Lwlg5oN/vbT+Mq79Fg69YQZG0YgBXR6YStx11mxhuF3T7G53Whqr+Vmx/aMJZcSxlf6M2g47JtrNVkf0GLRLosHu4f+g9KlMpk1SS/+sr8fTrdh6vECKhNKs41iaCunOqv2UGdcv/9TPcjUjj99NW7Orc/kbHzifcljofaZUjv/ReEKLq2pioOaOnVAql5Y8ms22DRb3Z8bHY6KRCugHztTJlKgH9I5W8Ec5UooW1Gcoo9fzMkG5A3oNKqWQoGMBvf/6smgLX+f1OuP26GQDAk+ev4P7n5gEADxyfN+7LpyPVy06RSln2N2BrpBJXKnmBwLFLqzgxt45XHJwEMLixIlVi5MQRWbAJpMAmouujX38e/+OpF1LftR5do+cX1gew58OHklQqUWJIEQdwWhivOup13hCPKjjJQSVzi3YgHT/ED33gAXz8obPqNc+XHcDgMpWSSqUsQizL/sYnTBVVUrj37VPFCtPkcTVhf9v5e6bZLu1v2w0hxKZIpTAUkcRdluY2TaSDMGTB9Jr9zQ/i6m9RKeaOQaXnqInhVUAqsUpLtiICBm9/k7J9+l3AD0L1jBVVfypVmesoSy9NcomcGWT1N1/LsyDQZLnILuhKpd6rv20/ASqEnLya7G+Fg7rVc5ae9MkKYenPZGcqJf+uo5vNpygUUZkI6ub7YQ7q1veNcsAmau7IjYsoqNuyLOyZqGKpkZ6YX8yo/AbEqs8woVQyB9z3Mi46cXkNv/a5p43XlwiTUcxUojEnFb7Z6ASZli5A3oNtZX9LK5U4WRsa1GIcyu7JvuaGveOYrrt48sIVPHRKug8ePJV2IRy9tIpnLq6iXrEzrenbDaqOZsKusQqubDpTiQd1h+oefckeWdxjUIuhUjFqJXKTdAs273uEEFjZ8IzEOikmzyw2B7Dnw4eSVCpRYkjB/fEHpmq49fA09k/VrhKlUtxZNHoMlb282sJ628fphYZ6jSYhg6r+5iulklm5EYYCF5abSjWly6f5RDteSS++3zRIcW1LlnDvkqnUHgZSKbpvh0E1dbXi3FITc2tt3LhvAvNrbSw1ilVlIQJ797ispGSyksigbvO9mqr+JoTx3lfkywAqiG03TJlKOxHUbWlB3U32rBc9zyalEuWwBYw8c217YEqlimES00t4Nk0OKl2USt0zlQrtcmF4QYhf+9zTOLPQSCnNuP2tsFIpDBU5oUO3bBDiY06+3s3GyfdpK/0skcqWFe8333+69Im2w0Aoykwla2Ttb3Td907UsLjeTr3n4hVJKh2ZSZNKdL5MgdEpUqmHTKV7js3hE4+cw9nFRupvNIkeRVKJFtamGamUp1Sy7bhd1MdvjmVp6qSYJDVnKkXfmVDjWbj9uhk8cHwBx2bXsGusgqcurKSIo7ufvQzLAn7s1UewuoP2t6xztWu8oort9Aoe1O0HQp3v6boLIM71226Q/c2JLKW0P/w5oh+DUGDDC+AFwkjUUjt0bqk5ks/JVlGSSiVKDCm4feQD/+g1+Mv/8/WYGsHBkwltP1QrRoSiDfClFZnBNLfaYp+Vk5B+BVJ2g65U0lcs7js+h7e89z6cW5KrFRU3vdJF2Ez1N66ScKykFJvAByCtISByaLJrkvmX6A8eiVRKP/2G6wHIcNIioPuZynObBokBq/6WVipp1d9CoQbdFEQPANftGUPVsa+KXDieqeQoImCwpJKIVlg52bLR4ZaCLQR1R20GzZ3IHjCoTCUnz/5WYB/oPZvPVJL/Pze7ht+485m+EYan5tfxiUfO4esnF1SmksoQYvlcRRVSfmDOnwLisug6pO0uTaSZLGaJbWVUvOoVIZuk0nydT+Do52SmEn023m4nylSaGOGgbgDYO1nFomEB4HI0xjkU5QBxmEhPU/U3QJKVRZVKV5qy7T8fqaQ4vBHOVKL2bGac7G/FM5XSQd1JJSE9CzXXyVUq6Y/p7dfOKOLwXX//pQhCgUfPJHOVLiw3sW+yhuv3jkcVfQc/fipif9uM+rip9VU0rpgkUmlAx0oELycFU/Y31i6T3c801yD7WxAKXDA8Q1c7SlKpRIkhBc/smBmvYma8ivGak2iIRxUdP8S+yWriNT8UhTqmSyuyob68FpNKFKo3MPubplTSB9jza20EoVBqKtMgj6CUSj30ySEnlWxzbgb5721rOOxvG2X1t23HN59fwu7xCn7s1YcBAMcKhkUS+UCkkim7wQ8FC+qOr6EQcoVRKZVsudrnqfYrvtdnxqv40dsP47OPX9gxKX+/wNtnqrY06KwoCuqOyQCRmFx7BSf+PFQ9rv6WDOq2LXmspsyQfsMLQlQMGUGbsr91VSqZrWBEuHzu2xfxsW+cxXKzmOqvG85FtoiOH0JAJEhBlymVip5mLxCpzD6CY5mLOBAZqaMX+1vRe8sEPkk12d/o3Cftb2kSpaMyldxC46KVDQ//9tNPDUXbQ0HdALB30qxUurwqXzswXUv9TSknuPUqI1Op1kOm0sqGvM/PLyXtO0Eo1LkfxT6c2rNdCaVSNqlkIVbKpO1vdlKpFNIio104UwmIc5Wmai5+9k03oOraeOjkYuI9s6ttHN5VVwqrnchVCoRI3VOEXWMVeIFU7/QK3lf5YaxUmqwRqZQ+l3/6tdP45KPnet5WHkLqR5myM9As2PSsclLJtGjDF/1fjLlKJalUosSQQoUxs4ZtFFfkTGj7AfZNxgMlGjwWCf+kanE04KLPyaDuASuVXFJupO1AQJyJoA/6eQetgro3q1TKsDjQwHnPRG0oSCUe1D2smTorGx5+5TPxpONPv3Ya9z43t8N7VRxPX1jBa1+yG/unatgzUcVzBXOV6LnbM06kUnrSFYZCqZH4aizd63GmkhyEcksVx8+88QY0OgE++/jFXg5t6BAknkH52o5kKmlB3UlLQfGcOkC2U1TFTw/qdmwLrrOzQd29hGcTMVIrHNSdfJ0mESfn5MSgX4sVpADxghChkARKzbXxc2++AW+9+QDL5ypufzPlKQF59jdhtLPQtrOqMyaqXG3hfMgssKTtjU+46eda10ylMMpUcgopuB85vYhPPnYeT19Y2fS+9ws8p2bvRBWL62nScna1hT0TVdXuckzVJcnAVaXKkqvdD70EdcdKpSSpxMc4Wwlp3ymQWptIpbYfpp55DitR/U1XKiXV4VyplPW8ye9Mvn77tbsAAK9/6R5M1Fzccf1uPHhKI5VWNnBouo6pSL2zE6QStVMm0Pmk+6YX6Kpausfo3tbtb5989Bx+5wtH8anHLvS8rTyQapCT8J6mAHUU2S+w0ixKKr34cpVKUqlEiSGFslewhm2i5qJxlWQqcVJpX6SQKDKQno2USgvr7Tg4MhpYV91BZSpFpFIUoK4PJKgzfCGSNld1+1siqDvfnmECz3PJKhu91vIxXnUwUXNUPspOgia7Qgx+8l0Uj59bxl89eh6PnVkGAHzwnhP47984u8N7VRxrLQ97JqqwLAu3HJrCscs9KpUmzUolIUQiU4lPKtpa7gRVI6S8E30wevt1M7j9uhl8/BtnhpZcLIK4lLsdK5V2JFOJT7jTloIiiIO6bXWNaeVZ2cOiTKWB2d8yqpnxfer2HUARpVLyu/Vt0Xnw/P4cNylAOn6YsKH9xo+9Eq+6dlesxupBqWQKNQfk9/KKRYRQAFaq9hs7vxnb9thObYVcFIzUov/56Y+r4aWVSkb7W00utnW7L+bW5EJUewjsW6GIlUr7JqtYa/upxZ/LKy0cNFjfgDhnicYYAF9sSt4PvSi4iRy4sJS07iQr/+38+esVNCbjsQv59jde/S0/qJvOTa1ibh9ji21yewem6/i5N9+An33TjQCAVxycUoVrCJdWWji8q46pGimVBq+yC0MzCQ3E1fQ2UwGu0fExxord0D1qsr89deEKfu1zzwDov1KOCF5OwvtBaG5/wvhYOwZydb3to+JYmK67pVKpRIkS2485ZtvKA7dXEMarjqqiNUwIQoHf+ttnU5LpLLT9EONVR3UoeyOCqZBSKcpUEgJYWO8oWbZry6DuQSiVaFBVNyg3gLgzJL+8rlTi1g6ajPdinYnVA9mr0WstD1N1F3XX2TGl0uJ6G7/2uafR8oJEwPywyudb0YR8drWFjU6A1ZaPMwvpwNJhRdMLVKXImw9N4fjsWiGiQ5FKpFRqJweI9BWUqcSDuuleJ4VLbH8LM205P/Haa3BqvqGe5VEEEdo7qVQSETlgsQk3f86KKgraTKm0S5skEGFN1d8GolTKUN9sxv5G92A3+5s+v9R/75dSiSaNpFTSJ2u9BnVLq2CGUikjI4nILB3d7G8Bt79tQa1itr+llUo8IDm+x+Pv8QKBqmtjsubCD0XXIhBEKg1D/xOEPFNJjn/0wgqzqy0cMljfAOCaGUk2XWSkkhoXaBe3FwU3VfJKKZXY50eSVPIDuLZUBeqEpgm2ZcWkkq5UspLZctQf1tze7G8A8Bs/9kp87037AMj+ld/DjbaPtZaPQ7vGdlipJFL3FEHvL3pBsxOoz3usaumUwf720KlF+KHA627Y3ffnNxTymbFZtUw/TKpllVKJ298yMpUmay5u3DeBM6VSqUSJEtuJx84s4Q3vvsdYWUNHbH+LG7bJPiuVFtfbfQn+vrSygY8++DzuOz5f6P0dP0StYmN6THYeeyOFRJHByqWVDTXwnl1tJQLNpVJp+yc9NHhT1d+0bVKnR0Gb+gSJX9NuK+l523dsO4dU8jFdr6BesXes4tpXo0oyT19cSSgohmFQbwKpEmZXWpiNrt25peZAcmT6gY1OoIjaa2bGsOEFWCvwfHtaULc+cPXZoJm/H4ivZVz9DZFSKTvr5bUvkVkST56/UuzAhhCqfWaZSoMgXDhUFkTUnAghUhV1ioCuZ9W1VQVAyhBS5d9tS2Yq9VClcrPICp/uxRpGxEgc1G3+TJaKQP+9X23W+UgB0glEpNhJW2uAXoK6w0ylEr2sK1mzgndtNnEybsswkd4MyLYp99FAKhmCuvk9TvBUULds87pFA8xHpNIwkCLcAkiqbd0Cd3m1hUO7zEqlw7ukUukSI+bpHk9Vf+slU6lpzlTiKrVh7b/z0PJk7p9lWWpxpGhQd6r6m1ZxN85U6i2oWwdlX9F30xjk8K56wu4YhsKYwbVdyLO/TfeLVIrUzQAUgcbHrdSvHZiu9z03NQjjfjS2vyVz/Xj1NyqCY9qPRtvHZF2SSs+P0IJkv1CSSiVKDBCzqy2EIs4FykOg7G/xYzpedfuiVHpudg3v/NCD+Hu/8xX8q7/69qa+ww9CXIkGINT4Fy1d3/ZDVB1HdZQ0mS0yCbp0pYXbjkwDkIMuHjI7OKVSPAmzrPSERVVOig5HH5TwyXa3lXQTfLYi6djmMNbVSKlUq+ycUulsFEq71Ogk/PPDWj2GBi6XV1uYjQbr/ohU8QiilfqxaIJVV9k43a99t6BuncT0E0qlJKnk2NKOSfY3E245NI2qY480qZTIVDKU9x4E9JL0uv2tKAHES2fXKw7qFRvLkWqCvkIplQZA2nsZRAm1o0UWDqiJUZl1GUSJylTSXtcn5v0gIoQQSgHS8UPjZK3noO7QnD8FMJJIuy+zSoSbLGYc/H7aqlKJDpv+5w4j2jdTUDc/lE4QouJaahzRTcUxH6nE+z1GaHZ8/Pqdz/S0QCeDuuXPtKi20IiJgo4fYmG9k2l/m6i52DVWSdjf6PKkM5Wc4va3DQ+ObWG56SWsVnxsNqz9dx7afqD6ROqrsogS+UeeUZUf1B1nKtkZmUrovj3EuYR0fmkMclDLVPrbp17Am//zVwdWCToMBTJ46y0plRptXy0s+yxTiYK6+XO6EVnlegmdL4pQRPY3i9vfku2qqfqbqU9Ya/uYrFVw475JvLCyMRR5poNESSqVKDFAkK+7SGfgGexvEzUHjU737IBueOD4PJ48fwUHp2tq9a5X/OU3z+Gt77sPYSjUcRVVxJBSiTrKfcr+lv/5lhdgsdHB7ddKpcPcaiu2CUZKpUEEQaty6Y6NiiFnRD8P6UEJk9VqpUyLQJ/QZimVpuoV1CuOCqkcNM5EirzlRmc07G9ebH8jlRmAkVhxon0f0wbOetilCfQMTdRcVF0bq1puQ5zhFalVeKaSR6RSvPorFKlkHmJUXRu3HpnGkxc2Tyo9emYJH7r35KY/v1UkM5V2ilSSk3FOBiSesx4zlSqu/J7d41UsNzX7WxTUPQiLXxCalUpq0lWg/QjZ9QGyFyyyM5WS78s7l6strxDptNTosIIF8n/9KHsO6s6olMe/SyeJuFLI9P6s7pPf31vLVErb3oz2t5ygbiFkBkvVsQtbg+a3yf72xLkr+Pg3zuIxrRx8HnhQ976JtFKJYhIOZZBKgMxVSmYqmZVKFccqdMxtP0CzE+CmA5MAYlUdoFX+G9L+Ow9tVqE0Viplv5//LWV/YzYpID43NTdDqZSTScRBcQrUp5IK7fCuOqZJqdTycOLyOlpemAhp305kKRsBYGY8IpU2E9TtxUolP4iLe6igbrYg1uwEGKtKUqnfyvswFLH9Lbp+kqw3V39b7Wp/c3DL4Sm8+tqZTQWYjzJKUqlEiQGCBqbrWmbJFUO5YtMqyUTNRSjQU/DyMxdX8Ef3JSdfNAH9riO7Nt1AX1ppYbnpoROE6rhM37W43sZv/49n1aA7DOPBIHWUeyeK2d9oov+qa2Sg6eXVtpJlu46tqnRstwUuWfkpXWZbPw9p+xvrrBxLqTs++/gF3HP0cuHtu46VKIPKIUklF3XXLqwg6zeUUqnZSSgo9POz3vbxm5//TmKAvBMgNRW3vwGjQSrR+aVMpVoPSiV6fiuOhamam6NUslBxkhbTOFOJ7G8U1J1tfwOA11y7C09fWNn05PTj3ziL9375OSwM0AbAQQPLiZq7Y6SSzMaxYEWnmSuVbKsX+1vS5jEzXlV9Ere/DSpTSR/QE2j/itzTRIbVuiiVsjOVNKVSTj/5jt//Gj769ee77tM5ZimiiaM+Wes1qDurUh7AJ0LJ10MZxpUCt3iYwJ97b0v2t3RQNz8P9KM5U0mofRRCvoeCffUsOB0qU6nPShvqz3oZl/GcGlIqcUsTjXUOZtjfAODIrjouMtU7J/85agWDukmB8aprZFUynqvEPz+S1d+8QPWJRe1vBF1p7mrtII9DMGcqZZMyHNSHtnwah8jx0KFd9fgeb/mKcBxUrEHe/k9G/d/mlEqBss95YaiCrydqSXINkATUWMWJ8sGS7f8Dx+fx14+d73n7hMBQ/c3Xsuq46jMvqLvRkZlK/+CVh3DnL7050756taIklUoMJfwg3JEqB9sNmtyvs0nbqfl1vPa378YzF5NlbnlWEEFlB/SQq/TXj53H7/3dcwkPeNsPYVvAeM3ddMdEqwptL1THZRrsP3BiHn/29edxPKpERYMTrlTao0il/MEK2Qav2T2G/ZM1XGZKpYptqZXN7ZZne2qbtnH1Xj8PqaBuHgBIFrZQ4I/vP4WPPth9ckIrkraV7Ag5ZFB3pFTqM6l0an4dH7znhFER9tVjl/HXj52HEEJTKgUqg0o/P+/54lH8+UNn8ODJha7b/sj9p/CdF7anJDRlKpH9baLqYKruquMYZiilUlU+U/XoWSgy0fEZqVCvOCl1E893k2XlDfY3qv5mJ6u/ZeH262bQ6AQ4Nb+5CinPza4CAL6hlWAeFC6vtqIMokpsWRpwNTsKeuZV0ZptH5YlB/tFs8B4UDcA7B6vKKUSzwNx7QFV18wIn+5FqaQHdWcprHgFNo64Apn8IatimBACL6xsJLJtsnCe2WjpnOuHSaRS4aDuDAIOyLO/5WcqZQZ1c8vPFogFmWGiK5Xiv9M5MNnfaNdUH+zGi1N5SqUwFIqA7rdSqZUz/skCD+oer0rL6SIL6r68Kve1m1Lp0oqp+ptmfysYC0Bqk1dHpe55rhK/H0fT/hYrlXj+Xxb482EK6ubPlKr+lqVUylAG6jAplXaPyzGcY1uYqDpYa/nq3hiU4pvnf+mwLFnpbHOZSr56dkmpRGMQIEmabXRkERJTJcNPPHIW/+9XN69aDkJ5HLYdV1L2A5F4jhRBHyLX/rbe8jFZr6Ref7GgJJVKDCX+4uGzeOv77hvpktMmUGPIw3MvLG9ACKRUGqZVp/FowtgtkJKDqoPwhrjlSX/5VlQsKkfJD1imUrqRXd3wo20m1UxVx8b0mJyQTbMKEHmgAdThXXUcnK7h8lo7tm5EmUrA9suzfUb46XYgwKRU0oMe+QpIXIa90Q6wsJZWremgQb9LSinDQGa15WO67qLm2j2toBbBl56+hPfffRyNTvre+YuHz+F3vnAUS42OGuQvNTw0O4EKAeaDoa+dmMcnHjkHAF1tel4Q4j1fOobPP/FCvw4lAVJ5LDc9nF9q4uCu+sgELtK+K/ubYWCWBWW1dWzjoI0rlVzbhqcR1HJ7sVKpW/U3QJJKAPDEJnKV2n6AU/Pymjy0jaSSF4R49xePGit2zq62cHC6pgajwNbCizeDOFMp/r0ZhbXLHJXelEo02do9UU0FdTuWlVqh3y4EGTlBsVKpgP2NlEqV/Mw6AaNoR7XRL9svrUBZfYoXSMVMkYk2TdIP76orIkKfrDldiB0dWQQcAJXZo1eANFWdA7rb33zDRHoz4FlS+v98P7hCRLe/dVi/X8T+dmXDU+3cdimVNgz9YRYoxwWQx753opZQXVKeTjdS6UrTU+PBIItUKphDQ5Xfrt87gcmam8gSTGQqjaD9jSuV6P+8jCP+J9fWx2+6FTRuP03tTFa1RR01bdFNBrWPqb9Pj1Ww1vKU4q4XEnMr4MpCE3aNVXomlcJQYMMLMF1PZipVXTu27mv2t/Gqg5rrpO6/lhcWmhMFoTBGjwghM6Nsy1IKUS9Mjl9M1d9Mz4HMVHK67svVipJUKjGUOLPYxMJ6Z8eqVm0XVKYSG/xQY6hPqONMJW5/oyonxTsTGhhwwqfth6hXJOu/ZaWSHzKCyUQqyQaYBlyqWlTFwdtuPYCfev1LWABriJNz6/jQvSeNhGLsMR/Dgek65lZbbEI8OKUSr/zkOoZMJXauySLHwTsr17ZhR8RQs+MXsvPQAM+xkz5wtX0/QMcPpf2t4ig5db9AJJWpU237AVY2PNz9bGzjW252sNHxlX+ef+59X34ORyKJcKvLoJwmutsVfsi/98kLKzg0PTqkEqmslP3NMDDLgqcywmTJZZ1o1okFroCJq7/FORUyqDvf/nbj3glM1V0V1i2EKKxOPTXXQBAK1Fwb3zgVq9tOXF7DH37VrKDbDJ6+uII/eeB04l4mzK601ISv13DlfiEM00HdjU6A8aqLipO25WaBriFXKl3RlUq2BWdAmUpeEKYmckCsXOlFqUR9SxaplFkJLXrtlkNTcpsZ51JZvzXi/i8ePouHTycJzwvLTeybrGLXWCWz3+31Xsqzv2VVc8s+ZkTbNp8r6ncsa2vB5YJNUmnXEwstZH/LCeqOw+V5UHd2+8GzI7dLqdRLvxSEyTLt+yarWFzv4KGTC/ivD5xWSkjKrDHhyIxsf2ixjY9LOEwLBSbQM797vIprd48llEr8eg9D9bxe0fZDpd6l/zOiyAAkCSdTfAE/B0qplFP9TR8DmkB9aIsplQ4z+9RUXVrTtytwPgtcWWhCveL0THC1/ABCSLdExbFU9Tc5BjErlcYipVIokOjb2n6xKrefeOQsvv+996bGB0FkRXXsuK3UFzYs1jbmKZUabV8Fjb8YUZJKJYYStOLUy8rPKIAaSc6W08/6hJrn5hAmosaq2YP9jRRQvNFveQFqrm1k/YuCvo8IDH0bBGrsNzSJeM2x8QO3HMR/fOd3JSwKX3z6Et775eeUwonj0soGZsYrGKs6ODRdl/Y3HprtFJ90bAWxUslOTbIBOdGggZ3JAuRqA2iq4NboBFhqdrqqAZLKESs1aaDnR9rf7EJhzb2ArqGRVIq29anI437NzBgWGx00PaZUYufr0koLb3zZPgDdB+VLkT1gY5tIJf69C+ttHJqu44a9E7h4ZfiqePy3B5/HoywYltqEupYbUeTae4xU6KpUcrSgbnqeefW3AvY327bw0v2TKmfmS8/M4g3vvsQcUHcAACAASURBVKfQiuNzl6X17Se++xqcWWwqNeYnHjmH9911vNAAswjORrZHU/W/y6stVZmp13DlfkEIRNYt+XsoBDY6PsarTk+h2ipTiZRKUaZSGIpE9bftUioJtvoLyH7ARJTEk40CmUoF7W9Z1pQD0zW87daD+JFXHwGQPZEmAlZXAv/W3z6Lv3j4bOK955c2cO3ucVRdO1YqpWx3vane9BV103fpqicBs0qjm0pKlU53nS3dB3ySTcQXn3PTvnFSSd3jFKTL7lmTUml+rY33fPGoGkNytWG/SRGlVOqhn+X2NwDYO1nDYqON//x3x/C7XzyKu569jEPT9Vw1zZEZqWKhWIBQtdPJ+6HqyOvV7ZpRjtrMeAX7p2pYYHa8RJ7WiJJKvWUqxT/rzxcpcwQjIADZB5ozlQra3zSl0uxKK1H9b6pewXKzo2ySgyKVRJf930x4NimrJ6qOrKYXhOj4oRqDAMmxS9PzIwVueuG47cvPdjsf5yKxgj5+pND8VPU3O61U4tXf/FAkFnSDUCqFJ2ul/a1EiaECrTht1+Rxp6CCuo1KpeSx0gTFaH8rSLattTysRtvijX4rUirVKltQKkXH0vJCRjDlKJW8JBFBUl8gJs68IFSD7cVGWrEzu9JW6oCD0zUsM+m3a1tqYjsopRJNsvXBWtsL1IDPVJmHMjDsKMvDtS3VKQoRkydZIBLJta3I35/8Ow2up8dipVI/raTtHBKR/vb4uSuwLJnPMLsiLZ606so7/9WWh72TVbi21VVRReel33Y+wkYnSFguyP4mRDJfYhjw/ruO499++il177W2olQK4gm4KX+DZypVHM3+plV/syL7Gw0Q8zBdd9Xze2axgUYnKCSjP3ZpDVXHxk+9/noAwENRFtdzszK37UqjP3l8ZxbkNddJJSFEZH+LlEpOnLcwSAggoVQSSqnkRIHqm1MqzYxXEQr5bPLqb05U6bIfbUnLC9S9+aVnZvG63/0KTs7J66cP6AlEUvakVKKg7hylkmm+VHMd/OnP3IHbjkznbjNWKsXP2RPnr6AThKnKP6fm13HjvglUnbjfzcpU6kmplGV/ywj95kohDktTAxE2OrL/UDafSjKsv1fwSTZt01j9zTEplZKkEi0m1St2Qqn04MkFfOSB0/jEI5LYm1sdLqWSTjTsnaji1FwDT16QeYHPLzRyrW8AJ5WSC4ecjAPiqo7d2gNqe3eNV1ILjn5CqTR6sRTtaCEV4JlKeaRSdqbSnvEq/FCoxYtYqSRVNGm7aUH7G1MqtX1Z6VhXKj2/0FD21G5j90bbx3u+dHTLi/Pd7G81N53D2A3NNo1XIqVSEBXwce2oIIiVGLtsRArcqmHhmLbdbUGKsmh1C5xS/NrUj6YXxUzV34BkwQL63onS/laixHBBKZWuMlKJBp6rBlJJb/jz7W/FVuIvXuHBoKz6llIqSVVC1oA7D20vJhZyM5WigR4psXimEkFlIQVC/X3RQKystz0V7HcgGnDRhK/iskylAZFKFSedMQPIYyRpesXNnhzRtbUtK6Gu6GaBS1ZkSg9i6P4Yr0pSqWjmR1G0NIKQg99nR3aN4dCuugqW1Emlth+g5YXYNUaB4vn7OAil0nV74gwDsr8BSARKCyHwB185oSr09BsPnlzAH3zlRO5zueEFOL3QwBefvgSAZSqlSKXu110R2I5lJJoDVarajtQqyVVCICaJSULuhyI1udExWXPVQIyI9iITs2Oza3j5gUncdngaeyeq+MapRQghcCwK7142VNPcDGKlUpJQXN3w0fJCNelT6pKBB3WLRFB3GAoVaFrpIVS7E8TtGSDtb4DMFuNtjWubSYfN4J9+7DH88iefBAA8fnYZHT/EH917CoC8H01EiWVF9swCx0XXotpFqdRtFV5NYjIm0tTn8fb10eelgpDfhytND5dWWrj50BQqCVLJnKlUOKg7CDODup2M+zIM09Xu5L5Ef2fv3+gE+J53fwVfePqSGpNIpdLm+xM+yaZt8v2hw0nY31iFQyBNhE7VKwmlErWHf/LAabS8APNRn1o0tLoXxNXfeg3qjn/fO1lT/dovv/0VAPIrvwHAwakabCsmldajifpkNWm/KZpFdqXpwbFlBVDZD8THY8rRGyVQ5AMQK5XyiJ6EUkkjuHdHhWWWG8ncOSKF9OetWxtD4AtBRIIe2pVUKs0xG2e363DPsTl85P7T+NbZ5a7bzoOuqtOh3ytFQAQPLYD4YaiCuoGIqMqwvwEaqRRte73to9H28Xt/d8y4PxQboseHhCKKklAqUZFSyxLh1OzI+Q71kZxgpXE3KSdfjChJpRJDCSoNe7XZ35RSiZW+pYGAPqEO2ESPMMGCuh86uYC/fdIcWNzyAvhBiItshZ1/fyuSAlMnuBnCgWdJ5NrfNILQpFSiyYzPlUoGYoU6FgA4MFUDEEu/K7ZtXMXYDij7m2GSTdufrFWwe7ySYX9Levod20oMiBfXuyiVWHaCY7C/0TmsVxw1UMkjbJYbHbz3y8cKT0LzMrSosiAA3LBvHHsiyxsgFRBAfO/Qyuh03UW9Yncli5Yb/c9UeuT0Iu584iIAeX8dnK4rGfrB6TpecXAKtgUcvbSmPnPxygY+8JXjuOs7s33bD0CSVb/8qSfwU3/6CD7wleOJks4cXhCqSTLlj21kBXUXWEHsMKKXT7rCUKDtB4msDse2EgMptTpO1d+s2P6WpaAgTNRcRSYRuVRkwnJsdhW3HJqCbVt43Q178M0zS5hfa6uKZUt9IpXOLJqVSpfXkuW+Y3XJYCdblI1jqd/lYH2i5qZsinnwAjmYJ9UI2VSXmx1FMFCVSmDrNr/lRgcPnVrAIxH5cnxOErZ3PvkCzi02c3OCqm4xOy8RsjQJyQzq7qIi6NanmDKVvhnZUpfZwshzUfXTmw9NRVmG8rnRt91zUHcoMm2mumWMkJWp5Fjpba9seFhr+biwvJEona4vpPQCPsnW/5f73V2pROedru9UzU0szJAdeG6tjU9/6wLmVtuYqDqYHqv0Xcm8qUwlFtQNyEwlQBYw+JdvfTl+/DVH8PbbDuZ+h+vYODhdx8VoDNSkxSRNKVEzTMRN+3plo4NdYxVJ3mrkW1KpNIKkElMq1VlRiSwkMpW0xZE9E5JQoEUuamfp+/V2t5vSh8CrntGi6t6JePykkxXdiJyjl+QiSy9xGSbwYH0TtmJ/G4/6Ks8ndVCsJksEdXtx9TdAc15QVm3bx0OnFvFH953Ck+fTFYKJ9NEX5YOoPeRh3HquH7WNZBHdNynnH/wZoTFMaX8rUWLIcPUqleLGj9Bom481ViqZMpUCfPj+U/i9Lx9LfKbjh/jj+0/hu3/7bvzel59LVJTTM5XqvMrCJuxEnFjoxf4WK5XigQ9XGNHfFwzEClWAAOJGndQirmOpzn+7Bz382uiTbECe61rFxoGputECRBMmhw2ouaS2qFKJVlf0CRN1snWXlWfNeZY+/+QL+NC9p3AsIk46fpibvxCr1AykkhfiNVFlr+v3TqhVPQCYiYK66XOUmzU9JuX23QblNNDqZ0bUf3vwDN775ecAyHt0PMrrAuQq4VjVwY37JtQADYgHRP224V28soHPPn5RhQOvKetqkJgY0nm65dAUjs2u4Vtnl9XzRaQrhZEWCWnn9jY+4f2LR87i+997X6xWsaT9zRjUHQ3UafBZxP42ySaC6wabrglXmh1cXm3jlsPyHH3PjXtwYXkD9z43l3hPP0BKpfm1duLe1Csz7VhQtwCQylSS1d9cp/jEX16ruJ8hReEVlu9mW/w4tyZV+vrJBYRCtnNzay0cn13Dm1++F45l4cP3n8qtHFhznUKkAL2lG6nULe+k2qVP0ZVKfhDi8UgZsMzsb6Siu4WUStHn9Mla70Hd5lBzIJugyjpmZX9j26b7vu3FRHbNdRBsyf7Gg7qtxL4CUEG3VBWW7xtZL6nPrSqlkptYmKH9ftU1u/Dh+07hwnIT+6dqUp3t91dRGGcq9WB/04K690ak0o+9+jBs28Lv/+PX4h/efqTr9xzeVcfsaqRU6vioMsU2Qc+hOb/UxHf9xpdV5U0vqrx1pempPlpXrA5zplKRxeeWHzL7W1xUIgv8b/riCCfdAbmYYFtcFZk8P1kkro54ATBQRNA4U53ppFK3xdNnX5BtzlbnUVl2WULR6oIcdHyUqeSFIbwgVjfXtMUDqmpqirjgWbW0UGkaSypVtNH+xhW/khhM2N+iE7AUWevpeeXPArU/pf2tRIkhwygFdffSmJJs35iplFFxiUvbiVBZb/t44coG5lbbiXyLD917Ev/pS8dgAbjrO7O4wEklrfpbrcJZ/97PM8/VySMZyOpHE/E8pVLC/pZBKo1ppBJVPqk4VmGZtxACH7n/FL5+YiH3fVkIqBOy5SQ7lankh6g5NvZP1RKrrQQapDjsf54H0Y1U4plOFIyc3H6sVCJSKY8AoQpc1NH/8Ae/hj++/1Tm+3lIu46WH+CVR3bhHd91CG+/7SD2cFJJs78ppdKYDF/vRhZth/2t0fETJPZY1VVZOUQa3Hp4Gs8aSKV+k950fN/7chlcvtryEIYC3/ef78Uno+Bzvt07btgNQK7GU1upMpV6Cepm+SQ8S+PcYhOXVlrq3nEpqNtghVBKpeiebnmB0frJMRVlKgkR51N0IxZPRqqWmw7GpBIAfPwbZ9V7lvqQqbTS9LDc9HDrYZmpw63Es6tJUqnXcOV+QZBSybJgWfL3ZifARM1F1bFUAHsewlDggePzuH7vhHqNJk1LDU+RmXZU6RLYeqbKA8fn1c8Pn17C7GoL3/vy/fjH33MdPvXYeTQ6QabKTZ9sZIHUm9S35FV/y5vvdctx6gTJfu3ZS6todALcdngaG16gnstjs2vYNVbBoel6YhVeP0xVsa2w/S1b1eVkkIBZ6iyT/Y1I6ZYfRAQWtQFbsb/xTKXktgHgjut346//2RvxXdfsMuyb/J+3WQDZ3+LnvhndQ7/6jltw8coG7j56GQem6oUrofWCWKlU/HsDrSLYHdfvwetv3IN/+JruRBLHzHhVLc402wEmqukJrW4ZOr/UhB8KHI/Ucz//54/i33z6KaxseNgV9dEyJ4fZ3wIiQXsjlbwgxPvvPo5vnFrs/uZN4G++fRGv/e27umbxtb2A2d8KKJUQ/00n6WhMQ/2MH8oMOLqeXiDwh189ocZx3ZQ+BK5U0vtzACr6QR1TN1IpGrNsVdmt36s6dKtaEdAYql5xokqlIrG4UavE3xmE8m9jVcecqUT2t1ZMKpnGZrRNXalEhQPoModCSAs2u+50+Uh9un+qntqP0v5WkkolhhC8tPSwK5Xm19r4rt/8cqIKUx5MSqX1jMkUddy8Ma+50m7VaPu4tNJC2w8T+UwnoyDQX/6hm3FmsYnHzsReat7ot3Wl0ibsYrHlLTSGlRLoWqoVT80uAySVSnlB3aQkAeKOnVQDFcdWhBN9R6BVZyDMrrbwni8dw0//2SP4pf/v8Z5JNY91OFKplLa/1So23vGqQ/ihVx5Kfd7VJuCuZn8zqbQ4gi6kklIqcftbzjE+cSEilaLzdm6xiWcupuXD+vdnKZXqFRsf/um/h7fefEBNUAFg11g18TnK25KZSt3tb0vbYH9rdgKsR8SGVHnYOLSrDtuKLQm3HZnGheUNNWAh8q3fFeFIiXV9lOO0uiEJr7m1tqqSBsTtyMFoYLO64cWDNHeLQd1s1VGvVuk4Viqrp+0H0UQzeU+3WT5CFiZrLkIhn2tqJ4rkfgDA/ohUvvXwNCZrLr7zwir2Rxkjy12C7ovg7JJUKX3vy/cCSFrgLkdtzoFpuQ+uIi62vNmeICfn8mfbshAKeW+OUUWdAhP/u56dxYm5dfziW16qXiN14ZVmR03iqdIksDWlkhAC9x+fx/fdJInTz0fW01ccnMT//YM3YawiK1U5Ofa3IqRAGErihFQ8WXlX3fJOXMeGnTOR5tmCAPDNyNL3D6J2n9QMxy6t4uZDU7CsKIQ2+py+7V6VSmRdNCEO3tZIJcN2AbOyiSa3bS9UZbZdu3hlQROSmUpELiXtb6+7YU/iMyn7m8pUkq/rSiVagHrTy/fhbbcegBDA/ukaKo6FziYW0fKQp1Q6t9jER7/+fOI1IUTqvrtuzzg++YtvxIGp/BwlHTyXrtH2lZqdg1ThHdXvyvfTwt1zs2v4u2dmMbvSipVKmqWJ2pKxSm8Vgz/x8Fl88J4T+N/+68P41596clP5nXn47w+fRcsLuy7EtZlSKc5Uyn7uSfxH1Xk5TJlKFC4NAKfn1/G+u47jnqOXAXRX+hBi50CQykgEYrLClCsEJMcjc2stzEf5S80eF+cfOrWAu5+9rH6nIOu8/e51DM0Li7iUqRQFdevfucHea85UKqZUahiUSkIIRXLzbERPK4BA9wCN0fYZlEql/W0bSSXLsj5qWdacZVnPsNf2WJZ1t2VZJ6L/d0evW5ZlfdCyrJOWZT1lWdZ3b9d+lRh+tP1QTXKGrYw3gKgKity/y6stdPwQZxYahT5LjSQf/DQyJqhxSeTkYGu86mB2taU6ijkWFrzS9LB7vII3vUxOhL51dlmRL4mgblX9LV4Z6RVKreLFljW9kxNCqFW0jRylEk1IfaZUMg0SGm1fyYGrro1dYxVciiZ4rm0r2Tyd35/+00fw7i8eTX3PwprsGN5683584alL+P2vnCh0zFQVglfcqZiqv/khaq6Dn3r99fiVd9yS+p6KplSyU6RSMfuba9twLCs1aYgzlWymVDI/S6stD6fn5f3bbAeyCl0QqvNqAl170/Vu+4GSlwPIVSqtqkylCuoF7G+KVOrjpKDR9lUp2A1PSqzffttB/MR3X6vuy9sitQpZ4Da2yf62FA3yb4xUI2stzzhIokEWkRqrLU9aWiu2UjpUHLlyWmQf41V/KzGZoG2SstI1kJhtLx6sA/GKXtvvnqk0GQ2S11t+nKnU5R6IK6zIzzq2pRRbtx6exu7xaiIgmZ7ZXkF5Sm+OVGM8rHt2tYXd45VUaeqtZg1xfOPUIj716Pnc93BbhW3J35sdqVZwnbQtV4cQAn9470ncsHccP/rqWCExXXfh2BaWmx1FxthWXF1zlrUNV5odfODu4+qZ/qtvnsN3XsgmpI/NrmFurY0fu/0Irt09hvsj1dIrDk5h32QNv/TWlwMwV80EENmXuj//gRCJHKjNZioB8lnKmkjrfd/zCw3smaji5kOTAKJcqlDg+OV1ZWututnV33pVvemBshxxRlLy9ayMF9vw/hYjzbyoKp/r2IXzukwQ7L4lqwhlwWVBKZWi05LKVKq7CaVSK2rLAeBXf/hWuLaFI7ukUqnf1cvyMpU+/+RF/Nb/eDZhyeWLQlvFJCPTGh1f5W5yxEpwec7oPC2utxGGAosNWWb9xNy6yj0k8la3G45X3czQeh0rTQ+/f88JvPGle/Ezb7wen3n8Ap7JaRt6xen5dRVC3WThy+ttHx+854SyaftRBiGNS+J2O/u7iXAyheBP1WTFMsruk0olWR0TiBc+aJwQhgWDuiu0ABimMhKBWKl07W5ZTISP2x8+vYhX/8e7VNvLMyB7XZz/yP2n8f67j6vfpdIqZ783kam0wUgzN4qQSGcqye+kRbyxqpuycgohVNu73vbjuA0DkUZjB06y8UUTukak8OW24ut2jwOAytEkpwRvS9ZL+9u2KpX+HMD/pL32KwDuEULcBOCe6HcAeAeAm6J/7wLw4W3crxJDjlVNwjxs+OiDZ/BDH7gfQNxYF220E+oe1RCav8PPGHhM1FycmosrUfFqEFc2OpgZr+Lmg1NqMv/SSPWQCOpm1d/k/vR+nnk4N00E9Y6Fq5jSmUpMqRQdY4cplXS1ThBKwonLgfdNVlVVl4pjqZUcGmSdnF/HWUMp+IVIBfUvf+Am/KM7rsNH7j+Fb5/rXiHjzx86g7f83r3KBgDI66MPsNt+kFv5Sld1OJalzk+9Yhe2v9EqWkqplLC/5avRnr4QD/KaHV91xmQrNCErqNsP5aoPJxl2T8SrNqRa0kmluPpbMVJpo9O/yTu1MWsteez1qoMfffURvO9/vV29h8qKU0bBdtvfrt8rBzCrLT+unshJpWj7eyekMmd1w1eZAxxFVxB9ZiUxK5XkPjiR9SUZ1B0qchqIJ7JF7G+KBG77hTOV1tRqYDx5IlXDLYemMDNeSZBKXzk6h9f+1t1YafZmiTsbLRS87oY9qDhWUqm02lIWSSBWl6y25GSmH5kjH33wefybzzyFv37MTCyR2sFiSg8iR8ei0svdSK4nL6zgmYur+MW3vCzRz1iWhZmxCpabsf3NsS287baDmKy5iQnH5598AX9wzwncf3weS40OfvVzT+Mvv3kuc5sPn5Y2mO+7aR9uOzwNLxAYqzi4JiqP/nNvvgFvecV+/L3rdxs/Xy04gQkj9QBdmywSpFumEm0zSx2lt4VETKvclYaHi1c2sN72cXNEKlUc9n0Z1d+KqsH0QNnkd8H4XVl2HHqJv7/F+u0gDOE6llGd2wsCpnz4wVsP4pPvegOOzIzlfkZXKtHEL6/6G40VXrZ/Ep/552/CP3vLyzKrvwlhVjVn4dvnlvH5qFBKXvW3RoeU14xUEv0jlaZqLgsgDowTWj3cmCbXi42OJI7Zce9iSiUh4kmzr0glp5CtFgA+dN9JrGx4+A8/ehv+RUQWk5JvMzi/1MTHv3FG/f6Zxy+on7n65GvH5/H+u4/jqUhtTcdNYyEan+Q99/S3iuEaWZYlFy+4UsmxWD9ATgu53aJB3UR6tb2QZSqllUrXRgQHv4/PLTbR8UN86N6TAOKxChBXXi6KZsdP3MuhSOZ/pfa70j26QIfKgKw4KqcxVf0t+k5OsOn2N94XcPub6Vk02d8CbSzNv5OT9Tfsm8AP3XYQp6Nxwf6coO6pUqnUfwghHgCgtx7vBPCx6OePAfhx9vrHhcTDAGYsyzq8XftWYrhByhZgODOVziw0cDZaxaaGq+h+8gZQr0SgKwqoE9dXbMerjsoVAaTMlbDckEGLtm3hjS+VaqWX7p+Ith3vYyvyl+v2t14GVXwwrexv2gSWE4Tp6m/poG6fBXVT9Tdq9LkElrB3sgYS6biOrTpdatzXIgWHjoWIiNs3WcW//9FbcWi6jv/0pWOp9+n41tllvLDSwuXVttrnijZ5k2qdpHpDRyqom404XrJnHIvrHVxYbuJD9540Ti5owmRZFmzbpFSKBlGu01WpRGGdgDzHDVY1J9PykaFM08vLA0jY3yYjBQTlkMSZSm5EKuUPTJZUUHc/7W++2pe2HxpXzA9M1bFvsqYyCmJLSG/7EWbYMQmLjQ4qjoXDUVWxpFIpSQoDcpVveqyC1ZYXWUOTq9RFVxA7LHi+ykq2K6VSRHw7FNTN7ve2HyQIYp6p1M3+NmVQKnUjFol84rkFb4jaulcemcaeiSqWWabSE+eXsd72cXphHb3g7FITh6brmKi5ODIzlqikObvaSpR6pmP+4lOX5GTmQvxMeUGIP/zqiZ77MiJc/93nnk4R3iTZB7j9LR40K6VSl0Biske8imXXEGbGK4mgbseysG+yhn/x1pfhK0cv46GTMo+O2o/7j8/hayfmIQSwwvpwHYvrHdiWzKMisvamg5OqDaxXHHzs578Hb73lgPHztYKhsGRJURlFGfa3IhO+vDL0umqT7L+0qLPc7ODYrFQN3HJIHi9fcNC3HVcgyt8ngh4oy8FLZHNk5UjRtnlOIyeVSJFhUuf2Aq58qDg2Xh89v3mgY6FdMymVmp1A7VezE2foALKq2t7JWmao8Gcev4g3vOeeRBGCPHzwnhN49xekCjovU4kqsi0xUomazyLqlW6YqLnYiKr9UuVHHbpliMi3hfW2WryjcdUMy1QC4vubxgLjVacwofjl78ziB285iNuOTOPgdB3X7x3fEqn0N9++iF+/8ztYi7IGP/v4RVUFmFc4IyKPFhLUuISsVQWUSvS3rIWRPRPVuPpbGCoVL5AuTlM0U4ksdG0/UIRUMqhbXpvD03W4tpUYb1P/+aVnZnFybg1HL63impkxjFednhfneRac3P9kpUIdm7G/xYuojspp9Lj9rRJ/p6oUZ7C/cTKL2982tGdRCKHGtpyApLGzzfoK3VpLIBUtEAd188WGWEVdKpUGhYNCiEvRz7MAqF7mNQD4ctyF6LUSL0KsGYiIYcKGF6gGkAYRRRttE6udVf3ND0NYFlKN+WTNVZ0mAFxejVUtKxueki+/6eVEKkkZfiJTKSI9+MrIN59fwit/48tdVTL6sbT9MM6V0BpyThDSaglNWPmE01XybKEm6ouNDlaaHl77W3fh7mcvJySwBFotAGQHMFZxVOh1x5fXx0gqrcdlQafqFdxxwx5VRS4Pz0erFGcWG4mQbZ4v4YdSQZBHKhFRSNfW1UilhfU2PvaQrEr26W+llQo+qxzjWOl8CzrmWsVWGTtZhM2T56+owOFGO646IkRSBWf6fn0g0WYDBXWsjOwbj1aaeLZDvSLvw3rFziUUhBBKgdJP+xs9h0TOjhuCTgGpVoqVSv6m9uOPHziFt0cqRxOWGm3smajCdWxMVB2sZay88QHZdL2C1Q1PqqwqyXuOr/blQcrOJUlJQd1EjgLM/kZ5KmzGS/lhhDjHJT0o00HZA+ttn1W6k9v8xCNncd6gMlxve3BtK/F8ffdLZvDxn/8e/PCrDmNGs7+dX5JkEFcaFcHZxYZSjF0zM5a0v6201TMDxJPxo1GFL97uffvcFbzvruN48GRvRQHWWj5ed8NuWJaFLzx1KfG3//mPHsL775YVC3lJdrqXKafC66JUarTTq+EEuRLvxfa36HT//JtvxDUzY/jAV6RaiUL+73tuHvc/J61sqzmhuetR7otlWSoE/aYDU7n7yVFUqRSw1XXXtjLtZEUmfNIyZf68vmJOCzYzrEIUBSK/4qDsfawbrwAAIABJREFUi3nfpxMLsVKpqP0tNFp0+HenMpUyqlGZ7G8bijAJ4AcUaFu8sqAJWdvPA91/SqmkjSNowk1tVYvlL3JUnJg05zgxJ22ZjYJjORnInmyzcpVK6yalUqFN5YIUm412IDOVDPY3vWJWbH/rqPHeO6OAcF79DYiPrVdSqe0HOL/UxG2H42f7dTfswaNnljadq7Qene/Vlo/Lay1cWmnhh18l9Qf8um2whSKAxwEkK6PmPff0lywVILdZE4FN41gi1Wm7QghkfE0KsgpuiI2OD8tCok+ncdSB6VqKXKe2vOba+OVPPYkHTy7g1sPTGKs4Pc+jmp0gQdJ1s+9VHRuhQGFCFpDzAcuS+0s5jbxiLF8Q45VtddWdTqxlBXU3O4EipBsGUsmxLNVf0HOiX/vbr5vB9920DzPjFbX4qGcq1St2Znv8YsCOHbmQSyE9tyyWZb3LsqzHLMt6bH5+vvsHSowcTGVhhwkbzPrCB1xFQKG2QHycWVkifiiMuRK0cmFbUg46F5FKXhBive2rlaa333oQt1+7SwWi0uRSCKEGvrz62+n5dWx4Qc/5UG0vyLRDmZRKbUZ4EFRQdxgrla40PXz7/DJWWz5Oza/H1TAqSfsb/w7LsmSZ8pbPAsLTHd3iehtjFUet6k3Uuq/mCCHUuTm31FT77NrJfIl4VSx7tYIGH3QvcOLwukipdF80QXvfXcdT1SqCMEyQWqlMJzrHrq0GJVn36FMXVvD6l+6BZcnBGD8Pl66YJ+JdlUoaoUar9jQoUNXfmp6S23ezv621fXiBwFTdhReIrgOYX/jzR/Gbn/9O7nuCUKj7g1QbWdketx6awom5NWkx6lGhSPjq0Tk8v9BIKAE4lhod7JmQROn0mCSLTKSSUipVHEyPuVht+UalUr1iFyK+eFlyPgGh7dCz5Nh2pFTS7G/senMeKassPIFW9JYanUQb0uz4+LXPPYPPPn4x9Zn1lo/JupsK9v37r9iPimNjz3g1oQo4H5FBvZBKQgicnFtXKs9rd4+pz3tBiMVGO2F/o2eRsjR4u0fXr9FJq3dmV1oJOwfHWtvDNTNjmBmrpEogH5tdxXOR+oUHddMkZ6pekfa3LnKXOFg0PRElco7b3wD5nP7j112Hx84u4/T8Ok7NNyLSbQNfemY2dfw6Gm1fbY+qe916uDipxKsT5iEI49V127Zygq8FutEbvWQqtXwilWS7ttzwcGp+HYem64r4qCRIpeT39RLULaJAWZNFB+DB28nX5SQx/X6z/S1+LqnKVSWHpCuCUPRu/dJDx0mFR0qSqeieonuv2fFT7SEg2zeTfUvlErXTz6mOhfU2Lq+2o4lqvBBmrjiVVirFlpv+ZCoBsr1otAOMm+xvWlA3Hetio636vZ+84zrccf1ufHdkO9VtRtTmT9TcQqTu2cUmQgG87MCkeu17btyD5aZ8HjYD6m/XWp4i7ilfiF83GsNQjpWuoC6mVIrsbxkLIwmlEmWNRX2osr9RplIPJGo9UuiQnZ33czSOOjIzliLX1zs+qq6N/+sHbsKllRYc28IPv+oQxqpOz+OUjU6QGDd3U3PqBGShbXjx8VVcuVDlBUK1jfz4+NhfJ0iz7G/6fIrfH+ssf4vnm9Ex0lzJdO3f/5OvwUd/9nVq7qSTSi/mkG5g8KTSZbK1Rf/PRa9fBHAde9+10WspCCH+RAhxhxDijv3792/rzpbYGXBSaRjtb4pI6gRq0lVYqRSESja51vKkJDPT/hYaAzhpInZwuo5Du+q4HCksaEJDg9kD03Xc+S+/F6+ISm/HMmZpnZAKkbgzoGOYz1CnpI6FK5XIAhCEiQEpXcvJmqu+v2NQKsX2N5HoDGh1f73lJySwhL1MqUSD8am6i/VWsky8joX1troOADBWcbtew/n1eBWz2QkSxFDCDhRtLy9TiTormvTQZXZtC9fMjKEThDgxt44fefVhzK+18ZEHTic+H4RIZDrpK3+taKJvWVau/a3lBZhdbeGmA5MYr0hircE63BcywrrzMrSANKG2e7wKO1qV4vkkKxueCp+UBEj2oITyCyh7Je+9gMzT6jZ45atxpMqqZ5BK+6dq8AIpod5MUHfHD/HUxRWEInvwtdjoYG80cKRqRmb7W5wRQUqlZsc3ZCoVVSrFFhp6LuVzHSmV2smgbk7oUSg9gU8Wu63YUfYAVwnSgBowkxNrjJQwYfdEFVeaniLuYqVSWvWUhfm1NpabHm6O2s5rZsYxt9ZG2w+i704S2voEmSt1FKnUTj9/n3z0PH79zu8kJpyE9ZaPqXolEcQLxAP+5ai9jzOVYtXqgalaFH6af+3p/jdZZnZH2VQ8qJvwttsOQgioAgf//PtfJvctsjx2UyrR9btmZgyf+Kevxz95/Uty95Oj6hSzWpB6AOiiVOqyCg8gN9yZ+kEKNW5F9rfK/8/em8dZkl3lgV+sb82Xe+1VXVsvavWmbq2tBklIQrIQq7BYLcxuJGPMYowAe2AYGBj/2DyIMeaHwQxCwwzGWCzCLGosIQm1pAapJfW+VC+1ZmZlvv29iHgxf9w49564cWN5ldWiLOX5J7Mq34s97j33O9/3HcdGp+7i8nCKpzYGOL7WTG2PwtIgrXmMumXDhjymUo4/UwzzIpcq9Rz05sUg7qm0G6Puqh4zPHQWFc0hvPsboHIOXf5GkeePNQ+oRA0byOeRxmPTfEDv/RbrZqsDtbsJAtP6kxCDqXlszJO/bfanMt87udbG73/P3bjtyBKALFBAY37Dq8ZUeiKZe0+uKVDpZSeE991Hr1ACJ+eFkZoXyYvLBCrpjCFp1F3BU8mSoFIOU6nlyTGYxhpd/kb7reLbRkFMpaGBabe/U8e7v+Nl+OoXHc6A6wTWv+M1p/GxH3sd7vux1+Fr7jxyRUylURBhGs3kPS8DxZRUcn5QCRCF2WAWa93fHIP8zc0ApCmm0jSfqcSZbCmmUnLIZCXBt2kaV9cXarjz2HKqY7Xc/zhMyfK/EONzDSq9F8C3JL9/C4D/xv7/bUkXuJcD2GEyub34AgsufxvOORh+LoIzlYoqVKaYBDPJROhPBLuAkiSTUbcp6aAFwMHFOtYXariULCR2RmJhssQ8bACRUNtWuosLACk5Ev83k/uvIn8Lo5k8br74BNLsFZpc9y3UlGQqyLJZqEoQRDOMw5nsrPDBRwWo1BsHyriQJU1rHFRiNPg8g2OKjf409V3BVFJt5f/jBx7PMGGevJRmcMkFi5OWn1HCWiR/oy4hUsKWbKvpO6nj+r7XXo+XnVjBXz98MfX9aDZTgJRtZfxCJoFKqOk4TCAMPcutmouGL2SVHGjJYyrRtrJMJcWQ4rHS8tHyBbtELApJ/qaYSo0SphIZnVISWQY4c5+evOBAIjH+GjnyN0rWOcA5j/ztM2d35PXKAzAFU4lAJeGVZEqSOB28UydPpVnm2LkvQVGkuq54agEimUrJdTQbdUda9zc1Zvll8rckAeOdBgX1nxYPWXCiPy4BlZoeptEMg6nwhaDxbB6m0oMJC+jGxANnsaEkJspAVR2DbmLaZSAQncPQwFR6OpH39TTwLI5j9JIEdaHuyesPQHYcIlYSl78ROLevUxPyt1KmkmK86bHc8nF5GBhZFTcdWMDhpQb+6FPCqPjNtx2UDSFedeN6oacSyd8oXnl6zcgoyYs8Txw9+EJIlyhnP1e8Lc/Jl9zpsvJxEEnJ8XLCZnhyY4ATbHHNF6r6Wk3J34qPCVDskfLub1mjblPQnJLu/qYKCIH0VLJzr2eVqOoxkzq25OMEeNEzoMvfemzeN8nf8vyx6HtlcwaQNkEeTSM5xtK1+ie/8VH83J8Jj0Z6758vo27eQXM4ybJVAWRYFZQbhbMYT2z04Ts2Og3dj0/3VGJG3RUAxceTfOlEwvYEhLR/30Ltin2V6Fp2R4EcV8nbjs+pND9uj9JMJcp39a6dpqBbk/durTR96TnHvcYAbtStmEpVH3fyJxpNI2Mu8srTa1JlwOf2PJP2pn9l8jdA5Hnk31fmqQTM1/BnNJ3J++A5FoKQjLotuc2JtBch6ws7A5ByIJczlfT8kANJZvmbGi+lUXfBOXsakw+gue0L108JeB5BJcuy3gPgIwButCzrWcuyvh3AzwJ4vWVZjwJ4XfJvAPhTAE8AeAzArwN4+/N1XHtx7QdVUZab3txdCz4XoSRvCoiZx6ibKtz9SXrRqy+oQ0YF5UFJw8HFBvZ36tILhqompImnIJ8UlfioCZYSh2mouk1c6mer5qbzUL9HmX9T0OS6r1NTRt2R6PCgJ5W0CJoEEQ4viUSBDE57OUwlzhaQyWXNRX8SyOfIVD3c6E9S4E3DdySD5IOPXsLP/OlDsnMIxVObIkmiSgRJE3WPGQmaefnDK2cZ8Z9N35UMqoOLdVy/r431hVom0Y3iWEnnLAt6UZuq5eI4yDfLQM1n5udN38FoGqYqOucMTCXewjXrqWQ+930LNXSYVwM9LzujQP5/Pamo5UnDLktQqZ6cYwmoNAlTbYZNwZOLCyWeSm1mAi+7v1V47//g/mfx4Lku7n9amTfnVcO3+gpU6mSYStwzQpO/jUKMjEwluxKbioNKXPZA93nAQCXP1oy6g7SnEl8oVZW/8Rb1wqSUZA7Z69SfFFcDl8kgeTCV7CTXtuZiKj2ceCNRC/im9C0xj0OOtvDgYBiNgSamEknz9PMcB0JqtFD3kudAbY/eA2KmcqNuYjytt+vwHKu0+5vwYHGMC4bFhpcCFvXucK9P2ErHV5tYavr4ppdfh6+84xBOrbcry9+uJMqMuj/y+CY++sRmwh6APPY8H5fdeirxMZAko7RYWm76eGpzgMvDACdymEr6wpYuc56xOA86JpNMPrUtnamU66mU3Xeq+xvJfBxrLv8UPeKrwFSSnkrMqBtIM5XyPJVM91IxlcrHdGIqAULWqphK4rsPne/hkSR3UUwlbtR9FeVvybu0NZhiGs3QNixqCezQmUriXHpYa/uZd0ACBcm5BUnH26J3AVDn9sSlAfZ3aql33bIsvPBQZ+6mCRSyU+skkGPMStNHzbWNoIE06taZSsn7WXT5Vfe3PKaSj1ksxnqdqaTP2fE8TCXPkRLwppc/TtY0xl0/x0+r7s1n1B3NYlb8CqUPUSX52xzM7XGgQDM3ySlSRt1M/qYak7gMVKJxSZ3b5mDCZMjpY+E5NP+dA7yq+5vYZlH+4rvkv6TGyv4u57bPh3g+u799QxzHB+M49uI4PhLH8W/EcbwZx/Fr4zi+Po7j18VxvJV8No7j+B1xHJ+K4/jWOI4//nwd115c+9EbB7AsIW26Fo26Zce3QOmOqx7nNJzJRWNvHMqEY6npGY26jUylZCA+uFjHvoUaLnQniONYLjKWNaYSQDptjamU6v6mJCdVmEo8qZ8Es0y1loKSl/2dOuuYZe6M5ifJ3iSc4fByur1wjy3m+MI5JX9jNPjeOMxQkP/4U2fx8p/5K4yDCBv9KdYX1HWiyXg4jZTXlbbQe2JjAN+xceex5dT+XMdOJe10/kTTNQVNVhlQqaaYSl98/br0iNKPhUs7HDu7ACFfDwCFnkrUmabhu2j6jmAqybaoLs7tZNkdE+3em/6my9++73XX41e/6U4A0Iy6055KcYzc1t06U6moKkZdBOdhKhHjL0/+RslCbxxKI1A63x//wwfwjnffn/lOHMf4kT94AN/7nr/DfU9uGvdLMQkj9CYhk795qe5v/LoTQ0oadcvub+ljr3tOpephGMXyeeayB9n9bZxmKukeYqnub1Z1UKnmiorrWfacTRhTqTcxMJXK5G/MIJlAm9uPLuHZy6NcwFKPh871sL9TkwAVjQ+jIDIyJvk5W1ZatkfeHyZPpWcTppL+nBKItFB3pUccxZYElaZyf4BatPiuYB14FTyVhjndogA1zvLOfzxef7Pos3L7USGX+fZ7TuCXv/5F6DTcFBilR15FvWqUGXX//J8/jJ//80cQzZAy6s5j1lQx0fWdfCmhPheOGci63PQkq4UzlTiDT9+3ZVmJT175Ao3ubx6bQjGPskwl0zmbjL0VwziSOUkR86tKzOMxQ0Ef1426PScNKtG7NAoK5G+G54fGuEpMpXNducgeMqYSNXDpjgLJLjR6KsWq2+Zug877QiJjK2IqkUF5fxKik3zvkQs9rC3UMt+RBcdIeSq5jlXoL3axO8ZtP/nn+PDjG3hio5+Svqnj9SoBd6bg8jfK7zoNL2lek7XNkOCO5vVIPwuZSsn74bn5nkqAYI7Se0GeSsTU5EylqrdaFIIST6WcAheQjIMs/8oD6xt+MQNcD74OGU9nRvlz9ph3KX9zyFOJM6YN8jfmAys9lZJrsNT0cHZbFaf0gh+9h6stP5V/SYDXtuQYQ8933rgKMB9Yds4b/Ylx/fWFFF+4FuV7cc1GN5E3tK6Atvm5CM5Oot9N0gZTTMIIq0z+RhWV1ZafWaCHOQactAg4kIBKoyBCfxLKRQZ5KvHg3ipjJj/j3d9oEK7iqaSDSHpiTdEdiU5Ny02fMZUio9+Q61iiw8wsxqFFDVQaB8qsj0206wZPpXbdTXWTogn1sYt9nO+O8fD5HrYGE3kfACV5GiS+BED2nj61McCx1SaOrjRS+9O9S/IkYPq5AgpMogm75bu4brWJWw538LUvPiLOp+ZmEl3qwgOIhVM0izNtoEmCIVhh5gmftyBvJoaO9H+n9rWNTKWU1DHSQSXzuR9cbMjFJ2ca6Ebd4tjNiYnuqTSa5icwlLSaFvLpz3FPJXGueUbdsruQgan08PkePn4mS+nvTUJMwxkeu9jHf//MBZnIm8aLy4Ok8tpWnkpdAzgKqE6KNddGp+FJMLSuy9+0BfjfPrGJu37qL2SyTUHsQSBt6mryVNIX6FPNU4nnnmXd3wABXuYxlboGGVV/EqJdzzfDXGmJv20NptJP6e5Tq5iEM2z0p3jPfU/jzGZxM4KHzvek9A1QY04uU8lWlP3rVpqp41aeSulzmYYznEvkajpTieRzQv6WBpVJ9jaTFWTyVBI/19s1WJYA//IAWor+JMoFlej8aN86CPHSEyt48XXLsvsSBXmk5fkq7dbMtMyomxjAvA22bVkZYIUiRtbXSI8iyZ0+Hk4YoL/c8uW7ksdUMu3bKTQWV0Hd/fI8laRRt7atPFCH/s/oqZQYdXtOwlbMASzPbo9w20/8d2kkb4owuoLubxrgRQwB5aWYlr+NcphKefeyNza/p3qMgwiPXxrghYcW5efHwUyCBjujAJNwpphPpu5vbCG726B36UIyhpqAhVrGqDvAiUSuOpxGKdY2hW9gKnm2netJBQDPXB6hPwnx2x8+gycuDWSjAx6tmlMJuDMFzZu9cZAaI5s1J8VKlkbdmmmzKrQl8rfCFTDld/nd3wCRl+R7KlXzJOJBBeDRNMrNRYAsU2kwMRcIKK+rGjw3EfYc5VJN5cM4j/xNnZ/niHPhRt2Uu8RxrArKvpMxkKfxd7WVbtChA2lUHFlfqKXecQ6aKaZSufxNl5RGsxjPbA1x3Wr2mf9Cij1QaS+uueiNQ3Tq3ty0zc9VKJPeiLGWqlQVhQ/RUtODY1spz5e1di1jch3O4oysAlCSkUNLDdmB6GJvIplKiyZQiXmr8PaqvD3nFTOVQlGpozlTl791Gh6arFqSx1TyHFtdj4WaXJCeXG9p8jfmqZSwjVzbkosqyVRivgFBpM7vb5/YxEwz2uVMBDqGvlZNe2pjiOOrLRxeEosDSuRdJ919ja5NkfyNKNVZ+ZuDpu/ij7/3i/CS48LUsl0XJuJ8H1GsQCWzD4aSv1mWhbprrlbxybrpuxhOQ5lUnFxvmUEltp0MU0kClsUVtmk4w2wWo8cqptLfKwdI3hpM4bu2rBAW+RlR6+Ey+VvKU6lX7Km0wLwrpAQ2OYb+JMKF7iSTVNFCgp73e5JOjHy/7/3kWbzyZ98v2TrEVOo00kylFKgUzmTnFLp+28Mg1RlR7NdJLXofOtfF5mCaYaCFWtcVQPNUSjGVbM2oO7pi+Rsgnu+LDMhOMZUMMirhqZT/fFGyvz0M8MzWEA3Pwe2J+exfP3wR7/yDB/DTf/Kg8btxLLoKPnaxL6VvgAJYuJG9CVQ6td7GUtNPM5VkN6r0s3F2eySlBX2NkZVmKnmp66CbetO4R5d9X0csEMXCv4L8Leda0ntAx6YvKjzHxu9/z914wwsPpP6f5Kx5EjgBKj1/TCXqyqobdeeBIFU9laoxlQR7mQD9leRZtC3R1ZNvj8K01hSFgupMpbzub9L0WwPU4hzJnzIJV//HvRjl4rlAWnlmcyg7tubF5eHUWPwqCgV4iX9PQyGV4fM+IADZaQKA5XkqTQz3UsnmigGPRy6IDqAvPi4Yy4OJyH+oOELefPTeEPM3LX8TP3X235UEybLJT83Y/c1g1H18TS1+1w2gku6TQ2xWv+BdoGv3Fw9ewM4owKn1LFOp5bvymswbqoGDkIU3fQeeY6PlpwtvJOvXWb50TpRrVPFUKur+Boj7mvFU0nx95vEQozk7T75JoTOV8hi8866jxqxYx+VvRYfPfRirxiiIZBHMtS15rbj8LY6Fl9doKtYXNdfOSDnp+eSqBcvKgkoEJO3v1FPPCuXNjmUpT6WAQKWiZjtpUOnczghBFOP4ajP3O18IsQcq7cU1F71xgIW6Ozdt83MVkqnE5W8VmEp8YiP2yYCBSkB6IAxnsVHPrTyVBFMJEAnF9mgKx7ZkNxAe3FuFH4fPEod5QCW+eJ6EM0yCmdyvLn/r1N2kY4gAd3iHBx5eArQBgi2y2qqh6Tt44aHFhB1CUi010TZ9sW1OU12oe+iPw5RZ7pjJVv4m6SjHKd+ciUD3hD4fxzFmsxhPbQ5wYq0ppXlqwSKSrPue3MJ9T24x+VsFphKTZwDmLkyUKHDWDWcqqRbUaaZSjQEMdc/srTMKlOlw00+6v01FB6djK01s9CeZRKGYqVQOqFGlszcRCYv0VEoWYnnsxK2kM1pDMpryxwa6h9NoVspqAMQ1VBRrM3NDyd8CZWSZHAPt79x2GoTbTN6lH3j9DTi51pKsDp7kPXSui+e2R7j3IWHGTkb+C3UXQRTLRQq/f6NpJBPjDvNQMxl18+tE74QupwxYp0m+mMgylYSfSqDJPXXTfYpKoFLNlc9up+6mmgbkeSpVkb9tDaZ4emuII8sNHEnYhb/+wScAAH/54AU8p5nQf+LMZbz4f/tLvOvexzGNZilQid7L4TRKvTPynJP3+Ib9bXQaXtpTaWQ2AH6GeTzp96Mnq/AeFurCQJ+u0WUNVFKeSuIXmhM8x8Yszvrp8Mjz4eDnR8dddQFMi2uTWTd1O81jR1UJqtDnSRkF8BcK4J2MujXgn0eVzkzFRt0mT6VE/pYsPA8vN1JAe5GnEjAHUykqZirRs5GVv5mBNF1iBiBVDBK+Oja8AvnbUDJ988fnS72JBD+rhn4uQZSW3dKCs8dA/zz5W6A9P7NZLAsRejFJjzOb4r299bBgKnXHQVIsFPeaGK+9cYjZLJYAx9ZgKvd5NY26qZBA8jfT+8xBpTApsF3HQM61haxkR+/+RtIkr6ABAAHu9K6ZmUpiPMvzOCsK3sChO1IsZ8pdKAi0okKr3v2NfhYBPdJTKbf7m5JZ60wlkj4qT6X55G+TBBgvkr/VXCcFjubJissaoOgxDNJMJbqXReP/lcjfxkGEhkeFWVveP18ylZRR/HAaoZkU0SxL+HrRuVNeRMU4QKynMt3fknuyT2MqcflbtvtbufyNzpnGhT2m0l7sxTUW3QRUmpe2+bkKGqDTTKXy45xqoFIvxVTyM9sJI7On0m1HFvGCgx2c3tfGvoSpdClhKi01PONEyY26ORXYSaorYiEXym2VeY/ovjrTaCbp5ymm0ijAQt2Tk6PomDczMllcx5aTcc21sb9Tw80HO1hsuLlG3YBIiPjE3665mEazFDg2DhRT6WNPCZkSl7/RNkeMiUD35q2/9hG84mf/CpNwhhNrbSm/ooqJaFcd40f+y6fws+97MOVZlRc0WXF5BmBmyfCuYxRcj27yzRiHs1RCXc9JLPg1pcRsOAnRrDk4tNhAHKfbvQM6oBgZ/1Yk/SNPJe6JQMcI5MvftpMkkj5XNDbwBXyRnIEWQMT4A4C6bz52k1H3OCB6ttiO3mFsI2Eq3XP9Gt7/Q6/GCw52UvsFFIDwvk+fBwBm1J3IGpJFCjcx5/e/Uy8AlTSmEl3znnZNptyoO7l3w2kkF450PW07y4CZZORvDFQqeA4oOMCw1q6lAO7uOEiNRdFMUOGL5FOdhgfbIk+lEY6uNOU7+8iFPk7vE9Xzd//tGfmd2SzG//pHn8HmYIpf/MtHAAA3MlCpIZlKygevxa61bVu4+9QqXn/zAWmwTtHVGBAfeOQSPvXstuz8xj9D0WPSDt0rhrq/yX1rTKX1BFSiMabIVLfIU4nGRDqWqlKdjmSMZJlKJKHaDajE2bWmIAnvbKZJhHPmtCqdmYrMiTloTe8MN+oG0n5KQHqhmgcq5cn1eNDiPo9NoeRvBqZSwed1KTWQGHUnvjpOgfyN3t08xs80nOHyMMB6u278e17QuMKNuvl5W5YlfeiUVN4AsDiCAcFBsT5jZJTJ3+i5PphI9ImBpDOVCNyKE1b0NFIef1dT/mbbwnfxYjJPm94tAjymkWJiLzZ9LCdsMZP8jTdxASClSV7iIWkCaeme0xxmZColwMeVdHame0NMdJr7Wpqn0pCBT3EcG7q/EVMpf1+q+5t5DluRxYtAsLhsO8NsUZ5K1Y2669you5SppK5hkfxtHqYS/+yYyd+KPZWuQP4WcPmbJa8VvdM1rTN1g73LNebrpZhKClTa3zGBSuLf+zq1FKgpQTNbnSM9L4VG3ZKpJL5PjXyOr+0xlfZiL66pEK2UPdkN6lqKINH9AsRUSnurFIVksLiO8MmYBHKgW80g7TahAAAgAElEQVRhKpkmtNuOLOF93/dFWKh7stp3sStAJZP0DUgbdXOTX0D5LfGF8qDkfGhbtpUwGoJIggMpT6VxiE7DVYDBNMpnKjmWTBpqno2f/upb8TNfc6uUfwwTBo0+0K+1a6n/o0XNWcZEGAeRlEIRaMGNuin5HExV0kWf//RzXViwcGixjpeeWMaRZfJUSiRsjoXBNMITGwNsj4IUeJgXLuscB6hkvmUClbRFJZA2ZaQKUsosPEi3ea+5dqYbBj/Hhueg4buSqdTyXRxMuqzpEjgO+uSxmKrI34iaTsl4w883FAdEwtqusWepoCqW6gRTwCKk928/q5rn+RhQBZgbdQNIGYLrHcY2B2KBQUk7bYMblZK06bGL/eSzylMJEAtA104nO2NGHU8xlQzd33jiSQsinRkj5G9iH/RucmCEni1iKs1itVDVn7WUUXeFRRMxHB3bwmLTS3XVDKI4BR7QdaZ3whSObWGx4WFrMMWzW0McXW5goe5Juc3bXnEdXveC/fh/PvaMfNbe+8mz+OSzO/jRN92EI8sNuLYlwScgfd9k5z3tXf3d73w5vuy2g4KpNM4yleie/8R7P4Mf+S8P4JmtkZRM6Cwmks4QU4mfO3lvUdAltiRTSby3dD+LDJUHVTyVCFCsuCiS8jeDpxJtq6h7X1nQs2bydSGAdzANhXycja+516FK9zcn30fGBNrWmVE3AJxcS1ev00yl7DbF8VaQv5GnUm73t+zcAJR7Kpnkb8T6pEJU3vGNJKhkHscvJcWe3TKVpuEskwuQ9F2a6ed4KtH3KfhYV+b3Q5+lVvYEKtH4QkylaBbLvx1ZbqY+q9qY7x5UAkTh6Xy3uHup51gIojgFWFPeuW4w6vY1oCCcCTYrGVebQFbKG9/+6lO4/eiSbKrBg8abMvDOFNJrbxygOxK5JUCSuijzuWkk5hI9L5GeSgXXn8aEvDms4Tuoe3aKqaQzW67UqHuSGHWbQFH+ORqT4jjGYJpj1F3SVVcP3nF7NJ1JELeK/G2e7m+jabr7G4Uv2WQMVNIANu6LRveWA6P7F+qZYxlMQ+FBmQCRBGqmPZXEZ+m6zuOpdGZzKIrhC/OB5Z9vsQcq7cU1FwJUErKma42ppLf1ng9UUiwOYioVyt+SFq5FsVBz0am7CaAxze08wBkLyvdGaZenUZQ6h40Ss24a0BfqnpC/hTMJ5qTlb6KaRItdMcFHRsCFeyrVXQe3HF7EDfsXpAxoezg1MnlWW7XUdWrngUoaWMEnIfIhEEwE1QUmSJKSb3jpMXz4na/F6X0LWG8LvyfaJ5codkchAw/nMOqWnkrZpICSMB1UarHFOJD2zZhUZiqFch8t35GeSg3fwVLDT84pvTjUpY+pvwXqGc+LmutgGjGmUj0tfyvqGtWsuaqbXcE7l24vnP85On9aIAD5oJJjW2j5ToqpBIj7QguvDFOpJxYR9F5yxgsFX9A4tiWvB2cgUdKvzPaVETsl1kB2QVHzbG3Rq55tHqmuK8m9MzFNHFs997RIn4RpkJiv86p6KgFiYVRPGJX83vLnT4ISJUyX5ZaPP/rkWfQmofSyObLcgGUBb7zlAL7qRYexNZjikQvCTPjf/9WjuOVwB99xz0m85ztfjv/4trtSwGiKqSQXrOZj6NQ9dEehTOLp+OmeXx5O8dlzXXzw0Us4nABe+fI3N2NAvDWYpvzgpKdScqlJ/kaJepGvUpG/kZS/kZ9WVVCpwKib3ss8yV2VqBlAAYpJKBZBcSyuNy0aHdtCtAtPJd+xEYTm7/Pj2JGgkjLqBpDx2eCyLaOnUkX5W2n3N0M3N/q3GVRC5vO8sDeYRvAcO9MBkodsdJEDGlAjkH0GIKModBNxU3FKgEpBofxN90IB0iB7GdjRGwdwbEsyIySolICpF7oqdyKgh8Yg6mDK2RFXI9p1V0q98qTBkiE8pnnXleOImamUZgQKNo6ljJINDyjd82946TH8t3e8Mqd78ZWBStNQFXS7I+E1SGNNUzP/Fu+++H17GCj5m6d3f8vfH70eRXPYctPH5cFUAm56vj6WoNIcnkqeKACOS+Rv3FNJGGqbWWpUfKoqTUvJCKehLB4VSTWvtPsbvZ+8w55kKskmQgSw5YBKBvnbPiNTKWkApYGaMQOVJFOJPJUK7r1jW7AtNY48tTHAdavNq8I+/J859kClvbjmgoCI5jXQ/e3RCz18KPHgAbR2mwHr/lahEjBlYAN1KKOJkBIUzgKhFq5FYVkWbjuyhE89uy3lb6YQnRQSpk6GqWRLphINzJc0X6WnNgbS8wVQCcVC3cU4iArkb6H0xwLE9ZuGeUwlWyZ33JOHwKqLvYmxCnf3qVW89MSK/PdCIo3h7UXHgah2cMkaX7RzI17JVJqG8nh4Zd22LRxZbsrrx+9RdxRkQDtTEBBFk5jyVMqe34JB/sZ9ZWR1mSX5AnRQ+88FlYK0/G0UCPlfy3fksegABJ2fYKldoacSS26JqVRjwKMphtMQLd9hTKUi+Vsa9MkLsUiyJOjjO3ZhItFOOnHxziXcgNXEVFpsePJ5588ZBQeVlpu+TEo4WEQyVzpn7rfAn2N9EVVPwGQJcOQwlQLGipSgkgEUcBOjbkBUrqNZjHAW70r+Rs9xOwEMedMAcczsuR+XM5UA4BUnV7G2UMN33HMCb7nzCADgVTes46vvOIx9C3UJ0u0k8ogzW0N88fXrsG0LR1ea+JKb9qe2x+/baCpA8bwku9Nwky5g4vqQ1HAwEXMEnc9nznZxbKWZFBjS15o+0/Zd5uWlQKkTjPmi5G/iJ52bJyup+fPScBLmgmMZplLFbJGeW13Sx7f1fMnfRtp7pZhKdqH8rdRTyc3vpDcJlUydzpkA3+v3tXFirYWXn1o1ngNgXmxWNeqmBU2efx8d1yiI8J77npYLRLHIzX7eKKVm4/FwEiZSKhuh1nFUfia5B3lsZ5JpmdgxRSEBsuSyBFGcOe+FmpcwSc1SeSCPqaTev7KOod2R8IkkcEQxldKeSoCSjh9N2M1b/TSoNG8HvLzgQJLJqBsQDJBJOGM5jSeZSoWgEmOqeY7y4QwM759s/FEg/VeL+vlye/3d7o6Vp1K75qYKNcNpJBmb1I2PnxP58lTxVCrKwYkZp3sqUYwD0ZBkHk+luuskBc0403iDBxXnADUvGuVvXjbnKIqhtsapIn/TWW1VYszlbymmUjoPIfkbz214B0LdqLtdE3OmXuinQmxbK9LSsM7vn5K/lcwLjMF6ZnOv8xuwByrtxTUWcRynmUpz0Dbz4jt/++P4D//j8Sv67q/c+xh++Pc/Jf/NOyNwo+44LkfpM0bdCVOJFvS0TQqqDJXF7UcX8dD5Hi50x7nyt5qnqho66EHddIbTSFbUdKbSb/zNk3j7u++X94IYKQt1D/1JlBguZ5lKXZ2pNI0yxr4UrmMxTyU1gfDuJqbKzbfdcwK/8o13yn9zuQhNUASWUBvg1bafqijQwopMXgGRFPcMoBIA/Pxbb8f3v/56cdxsO9NIybqKJGCukwaTiAVgWuCZ5W+qcmNiKo21SXih7hrBFd5Vo+G7iGORJDd917hfQN1fYqmZ/lZkUu4nAKeUvzXJU4nkb+b3SJyzO5dRt/67HrSoJkC0XgCGASJh6U0CDINI+kbwd0VnKm32pymtPyXlfOHSHQe4/UjyXLJq2wIDiw500kzGcTBTnkoNDo6mnx/dbJVAJd1TKQhn8LUKYR5TiSq303DG/MNy5G8lSRmgnu+Fuota0qWQj4N8wUeysCKjbgD46a++Fe//wVfjx998s2SL/Ks33IRf+Lo7AHA2TShNsBdzAHlxHuq+Daf5krH0tgOZ7FuWWKz2J2FKinRkuSmbNvDojQO0ay5s20p1HQTE+8mT16xRdyJ/s4s9lWazWEhdc86loYFKVU2Fa66QhZiZSuK+lt2/su0DZqYSXxD1x6Ec48n3zhRVWAS+4xgX0YBY1MjOYzT2J+/DaruGe3/o1bjpQCf1nSqeSnTbwmiG99z3tPE+Elswb+FLu/mzT5/HO//gAXzmbFf8R47Hiwn05u9ifxIKyaahOYT8fFX525wyEXoead4IDPK3laStOO9qqocJlJS+YVY52CEayYgOvjVXyJ8AVRxJMZV20kyljPztKrEaeH6S927VkmIOz2nWkrHR3P0tec8iYiopo27+/zzIB6iIrZFXrCoLMpB2bSuRvwVy7mv6rgQxqQU9yfe3hwEmQZQBkequXclTqYiptFAXUmfV/S37WcGeLAeuKWqeYuEUG3UrabuUhZuMug1ri6IYa+++kocVHHMBexQQ78zvf+JZuX4gG5GGoTArjbpZR7mRzlRy0vI321JMwcWGWG+Mw/TasZ/kzLLphmYqb/Pub2TUXVJJoeOYzWKc2Rp8wXd+A/ZApb24xmIcCCPPhbqHuu9UAmvK4uNPbeGTz2xf0Xe3BtNUcswH5tF0lpHDFQWXRe3v1HF2Z4TLwwCtmnmhHM3i0kENAG4/soRoFmOjny9/q7uOZDnQPlKeSmGE0TTEMQKVNKbSzkhQyikhpISiU3czjBMCrYKky0in4VVmKtFEwRf3xDy60J1Ukk1wFgNR7GmhenSlibW2n6nMyWR6oox4B5NQnhtf4APAnceWcXqfMPIl5sbNiQkzVSqL2DoEJtnaT1NlteWbQKWs/I2bsY6DWeoatnzXCK7wrhqU7F3qTdCqOZmKjtq2uD6dhpvy6wHEZMzZLKbwk05KJMUiJhq9A3nVLmEqrJhKo2n+uKBT4fNC+Ec5MikvSuIA8RxsDYSHggSVkoVCw3MMRt0TrLWyz5pedT21r43rVpupLjx8oUBG4rLzJOv+1vIdmfBlPZXStHQpf9M9lWYzOdbQu9k1dO9ybEtKJjb6E2lKyxclfKFUBC7K82RMJZLrmTrWAWrxV8ZUKgvVoSzIeHvlBd23wTQsrMRLT6Gx2vZau4bhJJISFTJsP7rSkNVuHlRYAdTYQ6bll4dT7FuoZZiKtGZRRt0kf8sxVA6yhuP6+QLzeyoBAljbMXoqJaDgLu5fUVV8lAJrQ9BaxS4AleI4NppW8/Bcy9iGHhCLHh1UMsmuePgpUCn7d27U/cHHNvDOP3gAf/PoRuZzsvtbiacSdSYiAGQWx0bmmS61BMR8Tsc4mEZwHRtOgV+XlL/ljLsXuxNYVtpYt0ocW2nCsS08fkl4z02jWUo2Awg/uo3+RI6TpvfU5MlF8/y61hnKFOQTCQhmiO6pdIkVGRRTySx/u1pSGRoLLCufJaS6rqqc5q7jK3jRsaUUK5aCCgI0xxNzXsoHDXLQQYkPEKDymaJ52RQEFO5bqGFnFKA3CWXu0PKdRB4nmsZEsxiHEiN1YirVtZyz7jmFY5rq/pb/mU4BU4meB8p5y1QH8rhYMbKqp5JqHmGQv1VobMKD35fRdCYN7IueVV0qqcd7P3kWP/T/fRJPJeMQze+Ub3EwTsnwVe5SJH8bBxFqriPnlE7DQ83Lrh3Jk1MHNWcMNLMkqFSRqZQ0cLjYm2AczPaYStgDlfbiGoueXMS7KXbLlQYxn+atilB0RwH6TFeckr+FURpUKqkEKE8lBy87sYJxMMOHH99ImQ/zcw1m1SaiO44uyd9z5W+MqTTWgJta0m5+GETSd+RSP91hiK7fM1ti0UzbWqh7KX8lfp5cOpZlKpm8DtS58r9Twr45mJQu+oG0HIiDSsNpiKbn4A0vPICXnUjLETzHhu/YGAZpo+4qxrI0of6jWw4AEDI9oHhBbVlCfy9bXic/TUmBzlTQTRl1plIcxxiHaaZSK2HG6SH8k9KgzuZgIhlBonJrZip16l6mWik6+xVPK1Qx3R5N4SSda4Dy5IeYSmQUWyR/48dc1CJ6MAnRTHzJgGLaPiDuBQEpxIDZSoDWG/a3caE3Ti12NwfTzOJJAHxp8+xO3cMvfd0d+NE3vUD+P3+OCVQac0+l5Fip6xGQBcXq0kBTGZwCyMitgiiWcil6bumz/L10LEt2PXpueyx9y6gqLI5HbbcIXKSQ8rd64qkUzDTPqfk9lcqCFlE7owA7w2qgEt230dTculluu07bVqD0ocV6qiPlN77sGI6tNPHS4ys5oFLAQCUF7vYSWcRKy5fHS9fbtixYljJ6p/sW5MioyP8kj6lEixs6tnlYFbpZOUVfMpXKx/G8KKqKp2WlgTzmIqZSHJdL+2pOtg09xSScycKH7qmUFz4DQ/I8lQiweTbpEkjdhXiEJd3faGFMYDcd3yyOYRmgNFFgSEtyR0Ekn7WIGBnk11XAVMpj/FzsTbDS9AsZIKbwXRvXrTZlQ4MgmmXm2LV2Dd1xKM/TVKQxeSpJ8+1OvYJRdyDvd9N3cDnHqBtQrKW1BR91z8ZW0rjh+TDqBsQYlce6E6wKxb5u11x8xe2H8F/f/krjdyzLSmwTVJHQs5X8Lc9TqWhsBMwekVWCmCX7F+sIojhhx5OnkmKf0PN3cJHkb1Ph46kXXDy7klF30RxG3QbDGXV/U9sj1vEoiNAdhaXzCz8uitLub4m0XTGVTN3fxP9VBpWSXMGyBDusWve3Yk8lYuzRT93zjF+3rPwtynR/S8vfRAGVzn2xYS7SUyFW9/TirEGaL0imWnbPyGtPdn7bA5X2QKW9uLaiy4AIkyRs3iDmk8nfoUpsjwLEsaq+8YF5PI1SjJAyzTL3VHrZyVXYluisJdgXifSHDcqUwJXFvk5dTqBLefI3o1G38lTqjcV5tusuVpp+qtoGKECDPGMkU4lVuHSjbmUIWZ2pRMFZNlSBiOPiSVZ+nk2sVLUfJd3fGr6Dn/7qW/Fvv/zmzPcavoMh87nqT8Jc+RuPr7zjMN71jXfijmMC3KNrVwauuI4lK76SqWRIyPQkTDdl1Lu/TSNRXeILm7ZmZEkxZAtkSj6CKEbTJ/ZSdsFLoEmn7mU6bIwNyZselBCc2Rzi0FJdJm91QyJAMQ1FBZJYFXkeURSDSSgXa0WVZ5L/KPlb8bG3a64EDSlp3EgSkBv2LyCOgXPMy2uzP8mASo3EEB0Q7LL+RLBSXnRsWcozAfGsU5LDwVH6yQEweg+LmEoEsAN5Rt2J/M1LeyotJobttiWe00PUFXB7hLNJkniYdfnh4EM1+ZvyxRBMpQgjJu/rjkK8697H8N3/98eV0fMuQaWG58BzEhnFuDpTSRh1pxNcPThTia4hGcFTJ8XT62184IdfgxcfX8mRv4XymaSxpzcO5QJ2ualAJeWpJJ5JWgSZFs88ihYigLjXDc9RpsJzLIAXG56R6XY17p/JE4eCz8FCFqFA+7xuZZU8lZI29JNwhtf+/F/j//34M/JvKaZS8izprIjMOThmDzIKx7ZkIYsAoae3hpnPye5vJZ5KdK8VqJTvqdTWxvxxEEm/INombddkAk/3YBTkG3XP66dEcXq9jceIqWSQv5GvCgFxRvmbk31+eEe3Mk8lziJs+a5kH1FjiyCK5TNKRt0t38Vqq8aYSmJbV0v+RjlSGQihd38rCw4qhZFgKpFMOq/7WxlTicabeT2VZFONjipgdKSnkpPsXzXROLikmEpjQ7Hrxdet4OZDaVkqDyl/K7hHnYaLbg5TabWl5mxuKl4WvKBalI/UXDEmhbO4cFzlTXKqxDixROjUPYwTaThQPP57jiho6Mx1CmLskdKBbESU/K2AqZQUmRpsTUBsd/o7ZyotasoIin4CeEpPryl5KinWIB3Ghd4YlgXJRs89b9dCEM1wJgGVrtuTv+2BSntxbUWPARH1OQfDou31DVXTKkFyBZqIdWbSKIiw0vQzfzMF91RabHi45bBYQLZ81iadM5WiuFKlHxASOACp5I+HbtTtOWoCrLmOPM+m52B9oZaRv1FS+nRCX6XJg0+UNMHrUptOQ/dUMnd/4xR+PrGaDLWLIi1/I4aH6P5WVEVr+g4GzFNpOA0Zcy4/IVhp+fiy2w7KRd7F3qTUBBIQ50sTtTTqNiRknmOj5trK60mr9ktz1STHGxuMwtt14TmgV9qHzHCaA1qUGC7UsrI52j4ZEvOYBFmauR5+skB79EIfJ9dU23YTsEohjVcZq6nofetPlOl80SJhOAlT8rey54sDAJRwbCbV5xsPCDkkLQLDaIbLw0AmlxSiyx6Z2YaIY3OCb1mKxaWYSsqomyecsguO3v2NVfuGLEE0gkokf0vGHBrzqC06vZ/7O3XYluiuSEwl3j2PJ59V5G/0HAtPJVua6lPL8d44wAceuYT3P3QRl4e7l08B4tqSRIsW2p1KoJKQCedJxoC0pxKBDMTuouvFASyqdvMgoBEQibdjW+iNAym1WWn5soDAmUpc1iu79OV16Zrkmxnzc6aYR6rTqbtG+dvVAJWKquJ6NV4ZdVvI872u5KmUvEcXuxM8fmmA//1PH5QMt0momlRUZSpx2ZbRU4mBYDSePGMAlciEPa/4pN8zOr64AEjr1D357sdxjFEQpd4Nz7EkWGxiKtHiPw80uNQbXzmotK+NM5tDWWTQi1PE0nsmuWZNL/ucmUDJ/iRIpL21UrCDe/k0fFWs49foUDIekil5w3ew1vbxB/c/hxt+7H34ywcvALj6Rt1FXmWeY8kGGb5jlz6jgGiekWIqcU8lI6hbPDYC6U678wQxaPZzUEnOe4p9QnPrWtuHa1vCU0ljbgPAL37dHXjHa07n7q9K9zcau4OkUzPP16mYNJpGKVPxsqjPwVQCxPhDOY4RVGKdSz/6xCaeSEDZvKCckBq3UMpY9KhalpUCevQgxh69D1KeKuVvnKmULm4p+ZvGVJKeShFqKaaSx5hK6nhEA5qsUTdnDdL7eLE7wXLTL11/kVE3NQU6uDifT9znY+yBSntxTQVP8K+G/I0MaXW2RZWYzWLVLYmxRACxWBNG3ZGUwVRlKtGk8YqkIwyXv3FJTzSbVWIqAcDtRwlUKur+JtgKvB05/Y28Fpq+i7V2Pqj0jMZU0g0iebWCSxk5C2Uc5DGVuPyNASJsomwYksTsdmz57BDDg3TvRVW0pi/AtVAuvPONuk0hQaXuGLUKi2mXAXv0M0/et1B3WRepdAJBu6JFCF1/Xf4WzeKMCTY3QGymPu/I7+mgTJqppHsqzUqZSpQsPH6pj5Prii5Mz6QJLKJjIACinkg282IwCbHS8uHYVilTqckSjTJ5JQczVjSmkgKVxDuylbxTaxpTqemrTjXq+TK/t52GkPvRvuicefc3QCXX+vHTezQOZik5kj4eCvmbovvblmJd0JhCz6jnCE84kr+ttWv53d8qgUrEyPGkvxt1orQTKc4zW0MEUYwHntsBsLuW9BSCTTOPp5K4b9wk3xS8+xltm9hdlHzyhgrUCZQDvpypROBifxzKcXq5lWUquY6VWnCVMZXUO5V/Lel5mpdQkSd/o+duN/eviKmkj1VS/uaUMZWK90nXkgDky8MAv3LvowDEmKckj+Kcy8aRMk8lmxl103hCvkg8lPwth6mkrQS7jKmUd84COBefI9Yrl9U7vAOkAbCkPCjXU6k3mdukm+L6/W1EsxhnNgcYTaOs/C2Z758pYCqZQBFiH5lYg3qkmEqsEMPHj0MJS4Yzld75phfge7/kNGBBdhS+akyl5B3O6/wGqIU4P/6yEECBuJ9BFCeAYv64MphEsvCTFyaPyCpB8jdewFDeVsRUiuRz1/RdLDU9bCcdecuY43qocbUIVHIRRMIY3LGttPwtmfd741B6i1aJWspTqYipJP42DWeFrFMuBfuXv/f3+OW/erRw/8NAzG8NTxRRqsjfxPEUgUppppLuecYLysTi5AWxsZbv1Ny0UXfNtSX7eLnpyzUWXzsOpon8jZ4VrfubzUClS71JqmlKXpBRdzeRq1clAXw+x94V2ItrKkimtthQbejLGEBFQUnslYBKvXEoUXoCSGiQWmn5GCb+QCtMO10UqjOWOK+7T60BQK5RdzgHU+nVN65jfaGG0/vaxr+TcR21uua6bd+1U8nwatvHZomnEg3onEVUc+3UxGKSv53vjtGfhEZEnyfGHJjgC/kqTCX+HaqIEu28uCrv4lLih+A7tsZUqg4qdcdhoUk3hWurtuQ0meUttmhRCWTbcstWy8nDamQq5fgYiG4txNLh11n53GTkb9xPS2cq5bDQeNBCIJzFOLWunlfbFm1+Te8RTxQBkYwUyt8ogfCdwsozmX9LT6IyT6WaCVQSidLpfW3YFvBcwkahd2jVYApPC68y0HKh5qHDpMCTpKOJkN0a5G8ZTyX1PWIOOrZlZCrpTEH6PLEf+QLo4GIdZ7dHeG57hMNL6XeZf66KJxy9qwJctzGLiaouZIkb/QnOJUnp3525jBaTBe4mFhqCqSRlfjmAPEWrJp6lUVAs8UgxlUYkqxGLzHM7WaZSuyYWJuluVEFqgUC+S1sDcawrzSxT6d+++YX412+8SX7HY++ZKaqwhvQOk1WjUxeA3e/87Rm89dc+ktpnc5f3j8YPk1G3Xtjh42sOYQsASo26CcgiptjhpQZ+68NPYbM/0bq/iWtaN3gG8vDYGGnyNnKZUTeXv+lMUyV/y/NUSv9bMpWQz1TiHl8kU+HFKj5vmYC6gQSVsvdnNoux0d+N/E0A9x96bAMPX+jhtiNLqb9Tw4Cnt4bSe08PkycQAS2tmisNn//s0+czDMJoFqM3UYBves505LaXmz6avoNxMINliSLIy0+u4ge/9EacXGtJX6irtQalMbQIrPVdB5Nohv4coBI1TgBUMwe9+9tz2yN8OAHJqjCVnERWW2aIrodJ/kbjqDT/Zkylpu+gk4zxusdklaDiSLFRt9j/9nCaKhICSv5GHluVPZXY2FAETvOGBXQtTQxe2kZ3HOJ8d5wpGOsxnoprRWxwKX8rGbMFqy3fRw0ALiWMJVpHSU8ldo2puEWg2SDxEeRFT+6pRP6SlmXhV7/pLrzt7uMZlUscx4mnksNATfE3CZrZ6hyn0SzTzMcUXmxbxGEAACAASURBVOK11x2FleWNn++xByrtxTUVlOB36p6xvS0A/Oz7HsJPvPczlbYnwaAgMur/i4LT9wnsokFquelL+jt1XBuV0Hn19tsvOb4Mz7FSTB7e0SqYg6n0goMdfOzHXidlFnrw7gzULYH/jdYdTd/BYiPbuYcADWIqTUKRLPHKWM11ZEtwQCXY3KibWhpz2ROFm8NU4syjokocD0qaSEJDxntlUg/yQ9rXqWE4FVp437WNxuLZfXKArfzztx7u4Mb9Ikmm5DLv/FpMhjbQqlIEBtDjTc9ZiqmkmRNSDKeqApSWvzlyHyajbtsSi2xiv/G/lYJK7NpwphIgvEh0nyZx3El3E8lUcgpB3P6EOn2Yu97x7TZ9Vz4vpZ5KLGmj936TmTqutWuyKidBJa3i1ay5DFRS450pFuouFhtMCpwA2eJY1XXu5IBi8r1nTKUDnXrGtD3QpCS+ayumUiPNVAJEJf7czgjndsayKk/BF0rV5G8KVKL35vJwironZIkPnutKcP/sznjX0jeKxYYn2US2BbRL2DMN38UoiCQwkhd1z5HXrzsW2ybG5NntEVzbSi28iOXCwdvuWHU2AsS16U2Yp1LLY15X4r689ETaI4TG00CrHr/r3sfwL97zdwyczj8X8o6aV6ZD1/Y3P/Qk7ntySy5kCOzdTXBZhB4Z+RuTF0+CCO974FzKSBmo5qnkS6aSuP5fdttBBFGMs9tjYRTrO3Bti8nfqgHrQD5TKZzFGE0jbA6mONCpYxLO5OKMguRvXl73N23j9E7PZvmSP15IIOY0Zyq5DKwxMZUoDzKBStujAEEUy/dh3ji1T8wXv/aBJxDH4j7wIHbIxd5EdjXVw2T0Tubb9Gw+cqGHf/Y7n8Af/v3Z1HfpneFdx/h2afztNNScoptnn1xvyWf3asvfit4tYlX0xkHlMbSWNE4AmKeSS0wlce/fde9j+O7f+QQANZ+WRavmSPCxatDzZJK/cd/JEQOVlhoedoZXylQSP4vlb2K/sxgJiKk+Swxlygeqy9+yNgSm4M8xASRNQ/5Cc9XTm0PEMTIFYz2o01ojkb/NKsjf6HhMY/IkjCQYT+OX3v2Nj4fKU0n8JMk7B9joWRbbV/f29Tfvx+GlhuokLD0oZ9KH1LYtYXVB8rdZVv4GKNZjUZBPGTGV9mIPVNqLf6D4m0c3pL723R89g+/67Y8DYOyWRr6n0oce28CHH8+21zUFT9Tnpdtuj9TgS4swGgyXW56UIlRlKkmj7mTQbPoufvWb7sK33XMCji00ySn5W1TNqLtK1OQgm2UqcQCkkYBK3XEgB9tJGAn/AsfGuZ0xwmiGaTKQp2R0Xg5TqeGJ83NtCSqdMjCq+MSiJwDSiLKC/A1QAM9iw4fnWFKKVGSw2/QdSc+lpPdib5Ja3BWFY1tyYjHJ+/T4zW99Kb7zi08m3xWfL2IqSfmbZO0Qi0B8hipKxFSqG9heWaZSJBNjvlCm31t+Vg5AoGQ9Yb9xJgSZJhYFvzacqUTHXCR/oySr1FNpHKLlu0b5Hg+qrOZ5EunBgUNawGz2J7AtAegcWKzjfFKNo4W0npy0WEJTxlS6/egS7ji6lJKPUtLMAaSlpgfftTMJsHzvw5kE7A8tZTschdpYU3NtmcSTvJf//fBSA2cT+ZsOKs0rfzuwWMehxTpuOrggx6XtQSAqzXUPD57vJdsVny+Sa80Tnbor5W+dhlfqGUT3bVTBjFYwdUJ0RwEW6p485rM7Yyw2vNQ10t/NSRilzJ9pe71xgK3hFJ4j5HC6/E0P1f0tvfD/k0+dw1989kKG8WgKWqTMzVRqCLnt45eEgekjF8Q97I3DXd8/xVQqNuoGFKhi2xYeOt/D97z7fvzWh55KfWY2K1/c05hFC7Kjy+KZvzycJnOhIxteAChvVsDeCxPw4SZG3c9tiyLO3aeFVF436yYJUh5TicvfOOg1i+PcReJC3ZPPBo2xfEHsOJacr8yeSvnyN160uZJo+i4OLzVwbmeMmw4sZJjZTV+xOvNYHiamUlfK38R3PpvkKQTiUuhFAJ5PCHaHLf++kDOn8ILa1ZK/KTleMQhB3d+oe11Z8Lb1lAPSs0tg9TNbQ/TGoeywW9b9jY5zfqaSSf6WvsbDacSYSi6Wmj52RkGlYpceXFacF7wY5Np2CiAmhjL5CfGmNkXBj7OKp9I0nAkWju8Y5zDKHZ7cEGMxrVvygjqtNX0Ho6sgf+NNf+j3jPyNeyoRqOQRqES5u8ZUSoFKZoY27Ud6TvnqPaHxibomZ43Wy+VvnmNhGgmgtqq88fM99kClvficRxjN8K2/dR9+/YNPAAD+x8OX8NePXEIcx5IZUvccOeBc7E3wxl/6AD5x5jIAsYgj9LosegU+ImXB2Tr0XVrQLTV9aW5N1PAyTyVp1M0AndffvF8urGuenaq0BrO4knykSnB98kT3VEoZA4rFShwD/WTQJUDt9D7hZ3BuR1RnfcdOy+iSfytQSXTgIslQwxNMIM+xZFLOg861ZjC5rmqkLD/P2ovWPUdWSoqo2c1EhgKoatj5nXGhSbcelHzPm8CUMZUW6lz+RkbdOfI3yVSqIn9Tnaw4YEfJabvuZuRj1MLVtLgj08SioGSo5TuZinXDzwGViKnEQKVRiadSK2Eq9XPkb7NZnHS/c+XCvkz+xhfExFQaTCNZjd7fqeNC0uFLgkqt7DnSe96V8krzM/ajb3oBfunrX5QyMaf7y4/1ba84jn//9S/KfF9+L4hUe/ulBvqTUILGcRwjnMUpAIgDf7qnEiDkb9NIGGjqUla+kPUqvAftmosPv/O1uPvUmnxvepMQjYSpRMnjHYlvXPsq0cyJkbkzqmai2khki4NpMVMJoK5AAbpj0Uqa3qdLvUlmX+QpRe+3yWeL2CPPbA2xb0F0TKT7krculfK3KP1+PnKhh1EQSY+eSvK3ORkVOvPu0QtC7kMShN0EjS8mTyViydBzRMd94/4FnFhroeWruYCiCGChoGtJLeGPrIguP7zTp88Yv2VMJZv5r5juHxl1k+E0SeWf1nyVwhJQiS8yT+9rM6Pu/OdGyN8UwxtIm1B7ti07Ypnkb5QHjYOZLHRQEEtsvYK0JC+oIPXltx8y/p1kK3mgEvcE+sSZLZzZHKTkbwDwUAJkdzXGNmdfA0VMJS+XPcTZuVePqUQysGIQgrq/VfZUcm3J9iCmEsmTuPwNEE1tqnR/E8c5P6g0mop8kqSTPLfkHb140W2p4eHczgi9cTC//C35mccCBNJAkWNbsCz1XhMocX5OphLPn4rkb7xhAeU7pmhooNLWYJqR0fIYTSM0PLEG455KpfI3xmrjQUytI8sN+f7rhbGUp1IydlN++URSmOANT7j8zWS5oHd/06XeLV81J6IxyrKsFMu6ikQ3LX/bYyoBe6DSXvwDxIXeBEEUy6rb2Z0RpuEMoyBKaVNpcvrQoxt46HwPnzizhTiOsTGYYntYPDBScCBpXlBpe8hBJZVkeY6FTl11vpJMpYpG3XmSkIamSY5mcWqw3U2k5W+zVNLLB2TO2iB5HwERJK14ZmsoDZlrGaaSOofuKEDbd2ViSxPIsZWm0StKp73ykJ43VUGlZIBfSLoI0kKi6PucOkxgx/nueK7K+pWCSp5jCzlhTuLDGTdZo25xfRVTyWzUzb9LMWILZH5tuPxN95UQk7ijZCgMBKokf0vu88n1dgY8rLtmWZv0VCL5G0t2TSHkb47otJaTvFI3mVZNeLzccriDGxKz7bzgsoGlpicXo3R9D3TqMoncHEzh2lamQtny3aTrWyxltWUJCTcx1/0IAODoShNvvOVA5ns88aQFETGLCDSWEppUBxZ1Dwk840wlzk46nJG/cabSfIsmfk51z0lVol9xUrA1FnbJdKHgRt1V/BCItTeLy2W45CkkWFBuWu6mLS5orKL3zMReW0jMvP/u6W0JrpEkKU/GRHMHN9R9+HxPsks+c1aYnueNOQAz6p6bqSSO7RUnV9Gpu5KpNJhEu2Yq1RxlUKsHSTfa2tj4Q2+4Eff+0KtxeLmRmtcBIEa5tCPLVBKg0kUNVEKyrSqyT5rvTNfWtgWDivyUXnZiBbYFnMkwlUrkb5b6ef3+hRRTKddTqcbkbwF5KqmqPa/om426Q7lfna10sUtMpSvvknR9Aiq96daDxr8TgzSvQMAZHv/iPX+PH//DT6M/EYxCBSoJppJuA9Bj7GtAdSOlzl80fnXqbm4hjLNzr7ZRdxFA7DkWznfHeGpzMIdptOapxLq/BZGQvlNHy4u9MabhrNRTSRxnsdehKQZJV7JWIjVdqKnckuc3ErDwHXz5HYew0Z/iqc3h/EwlZvKfFwspppL4HN1TYiqRIqOq507KqLtgbObd30jun/c517YkqBREcaFqYxgIn03yrSTcuOxR9VmHaR7E1Lr18CIuDwO51gOAui/OwTMwlVxHHPdHHt+EbQEvP7nCPuMoplIwyxQy9e5vyshc/P+NBxbwvk+fx/cyGTiBghR6gxXjOZOkdFIth/hCiD1obS8+53EumYQoYXou+bk1mKI7DpTpbDIwfPTJTQAiIelPQjmYDKblCWo3BSpVYzdRbLOEgnd/IxM7CuWpVMZUilKdU/Soe06aqRTNrlrSweUzBApQ6PI3Sjh2RgGOQi1yXnBQgEpPbw0xCUXnFT5RkwSAqhW9cZhKXmiBcnLdbCYuQSXDREoLycpG3TUClcTkuDVQ3e3ygidk+xhTSV80FwWBSlXkbzz+8YuP4tR6O/fZ4EbdOqhEyU+oy9/YfTUxleI4lp0+6Jg9xxKmiGTUXXMxmApzaJpwST5Jk/80xYQol7/RM6P7KQH5Xd10plIeo4nOa5AwkFo1F1uDbNckABJsonP94+/9osLjBtKARtN3JAhG7Iv9nZowBg0ibPQmWGn5mUV/s+ZgFotr1SthKlHYJI8NWEJWpSU0Yygq+VsCKo0FgE+gQ8ooP7mHtqXADTsHVMrK39TvRVXeouMFxPWlfR9bacrueldN/tbwEM5inN8ZVzLlTHmOlVx7Moj1bAsdtlgFsh066XxI3to3MJUW6i7Obo8QRDG+7Z4TAMDkb+ZjkPI3tvCn7nmAkPjUPbuwGcSVGnUT4PXm2w8iiGaSqdSfhLIT3pVGkaeS7FzkO9gcZAGbpYafkrUDYrywS55TupbkqXQkYdpSFZ777tVds5ePHtSUwPRJ17YxiiI8e3kI37FxeKmBg4sN2dWMosyom+7bgU4dqy3lAxkjnyWzUHcxCYXEXTKzOVOJdQDT5W/UYZQ6yI6mUeo5luzNCgu2vPindx/HzQc7OLGWnT/EtsW7nJcryHkrnOFSb4IL3TE8xxZMpWQuePBcwlTScsbu2MxUonGrzphK3FOJB5/3rrr8rSA/Or2vDde28MrTa/iWVxyvtN2a62AjFM98EMXwknkIENdvczCV8zXl8WXd3wAk83KxDEsPAowty0qxygC1VhhMIukt2fQdvObGffjau47g9z/xbCWfSx70ehRJuDmQwLujTsIZ81QSz3x1TyXF1Ckam/ncXsRUAsT16bHcb2swzc05RonPZsMjT6Xdyd9ojLzl8CLe9+nz2OhPlKeSlL8xT6XUmsLGYBrhzmNLKWCby9/GYZRpjEBzBOVKNO6RD+Evf/2L8K57H8P/+f7HZF7kWFaKkbvampOptCd/A7DHVNqLf4A4l8hDnr08wnAaSinb5YHoxEODL6HY9PdL/UnKZE7Xu1M8e3mIN/7SB3BuZ5QypJ3XU6nLTDd7zFOpoYFKC3UXrm1V8lQqqpaIysAMDzy7gzObA0SzeO5Kf14UMZX81EJOeXXQ+dN1u35fG45t4ZnLQ3ku/Hx8Q/c3Xm2na2YCEwCVuJukA6rqV21Budjw4DlWcq9Ud7uipIszdYipNNG8TcqCkox5E5jDS41cOj+QyF+kUTcBLGlpiur+li9/49XBcSDaRfPzlobo5KlUc+VCQX1PTOKKqaTJ30oANQkqGczaazleSVmmUprR9IFHLuEdv3s/XvXv7sVnznYRzWIhayvwVCKj0HnkOJypVHcdee0ooeOyyTObQxxLZDI8CJAYToW/hWtbpXIZQCRK4yCS96IKa4+/991xgIbnYDkBNei9NrUlpzGh5jryWdA9lSiyRt2qYjsvwyUFcHuKNXl0pYnr9yWg0lU06gYESF4l4edAUtnCqVN3sdGb4FJ/Irpfsu/q+6LxRcnfxFjFwbN2zZPg0J3HBFPp5Hobiw0PRw3PGMC7v6n389PP7aCTzFeXh0EpQEfj7bwynRcfX8GPf9kL8JY7j+D6/Qt45GIPcRzLrn67Cb6o1YMWRLSQ16fPxaaXYSrN4jk8lQYTASZ7TqqxA2cqVXmXAXV/TAAUGXU/e3mEw8sN2LaFYytNnNkcpD5H1yBv4UvndWipgU4yh8xmcaHkT4Kc40AZdTf54tmWIJbe/ITGZJKO6GbMm4MpfNfeFTB8dKWJt9x1JPfvZfI31ckvwDSaCUP0IEqACif5m8gt85hK0i+ppuTY4ifzVKrRZ9LHsVD35PW5WvI3GkOKxsbv+uJT+MxPvgG//rYX49Yji5W2W/OEDxOQdAh11HMeRLEEkgBVJK7GVMp6NZbFiHWq7TS8DKDT8BwMp6GUwBLQ8G/efDNOrLVy8868oHtTlIPz3JAzldykmAAoUKU6O6zYE4wi7akUFeYxdW1bmwWA3ihhhJFMvzKo5Dk5oJKwvLghaUpzsTeREll6bzyWJ/DrTQXmV92wL7VNkr/FcVzMVEr2Q+dLqpK65+AHXn8DWr4jOzHy7m9AdaNuMr/fM+oWsQcq7UVpPLkxwJt++YOlrSirBrVV3hkFUrsOCEO2LpMi+E7a+O5id5I6hjzDub9/ZhsPne/hgWd3duWptD2cou7ZWG3VUp5KhOJT1JMBuIqnUhGDpe6JyuW3/+eP4af++LMIo1gaYu42pAwmmMkWnOpvaXbAImMqAYoZs9T0cHCxjucuj+S51LTt6PI3PvE3koH/lAFMAJRcwwTItOdkKn3zy6/DL7z1DliWlTrXoomaJ0O8w8jnwlOpLNq+8JaZhjMMpmGKYUD7PJ+AtWb5m/i9P1HvgwRqDDI57qkkvqfeHcVUSmQonKlkmOD1qBWAiw3PwdiQmGQ9ldKMpu//vb/Hhx7bwJnNIf70gXPi2Gtu0uXD/F4ONKZSlaDnsOEJU8y69IdK5G+Jv9D57hiPXepnjGQBtRAZTEKZjFRhNhAdXd7fCs8YZyiKaprLFo3i/KeSqcSSOUctkGkbPOFaanrSV0s3tHQqJON5obdT7jCm0sn1FhzbuopG3coLr0rC39RYakVxcr2N57ZHOLMpACvqOAOYQCXxb5qrdDYE/913bbzwkFgQHlis45P/y5dKBqkeLmMq3fvwRWz2J/j0c13cemRRMm3Knn0pf5vzVvquje/4opOoew5u2N/G9jDApd6ktKJeJciPyCS1GE5DND1l1pxlKmU7m1bxVCIga6s/lfdiqeFpTKU0W6Us6POma0tG3c9eHsl7dd1qE09uDKQXGiAYNYeXGrn7pIXgwaUGOolXYm8cIo7zZZP0PPYnoVyUtWqufP9dLn/TmEo0pxBLQ5dbb/anWDWwN69mrEn5W44cKLmXJFOm4Ib6FDuj9PH3NLkyzZ10L/O6v+lxMmFZXS2m0lLTx//xltvwVXccLvzcvNe95jD5WyR89zwJ6kZS+gaIYi5QkankOxhegfyNj6H6OEr+icRoond/seHhr37gVfjuV52aa390a4osKJq+w4ooiWwrGett25JFVvKJrRKUP5X5O/KCUZH8jY4TUDluXkEeSLM9efe3sqVIjbGHeFzsjrFvoY79iTn/pd5E2ojQs8SZSqaGPV98w1pmX4DIXYqMuilX0psqAeJdOL7Wkp5gtpUuglVhU3qOje1RgFlcXd74+R57oNJelMbHn9rCZ8918eC57lXZ3tltNZnf9+SW/P3ycCpaKTOvCEp6LUswlTY4UynHrJt0+xd6E/TGoRxIenNWRnZGAZYafsa4suEZQKWSblQAStua1j0HD53v4mJvgofO9xDOZlePqSQlA1HG94Z+tyzx+2IzDSopPbKLfQs1XOpPjEylmps26hbyN0ZR9vPBBACFld68Tip5cXytJZk/VVu08k4uvDvNPBUIunbzyt/KgsCdwSTMJBC3HF7EctPD+x+6CAASlOHgDiW23LRadkmpZe8RJR9tCUYxUClI3/s0U6lc/nb7kUX82JtegNffvD/zt7pny4UMj2ECpFECV2fyt3Eg2m5/+ytPYH2hho89JcYUyVTK81SapoGqKiGrzz5VptNMpQMJGPnguS62BlMjqET7I6ZSVdCSOt5xz4iy4PeoOw6SrkRpoNAof/MUwGsy07QsC4eWGji4VM8s3C0JKs3/DtQ0AJiuzXWrTdQ9B7/4dXfgn7ziurm3awq+KKnCVOLPSdk49C9fez3e+89fiR9+44341nuOi+/L5gH6Yij9jpGZ6SpLaume3XZ4sfLYQtd/ezjFt/3Wx/C2/3QfHj7fwy2HF3Hdait1THkh2ZC7WPxShfqRC330J+FV8cTKW8AMk6JPUzKVNFAph6lUttima77BZCOLTZ95Kjls/qo2R9HcbmIA2JaFaTjDmc2BZAW+/OQqLg8D3JeMb3Ec46NPbuElx5dz90H37dBSPVUsEp5K5u8oj68w1RSAxhKXy980TyUam4gtpLO3twaT1MLu+YhS+VtyHgQIEmtIl1QBJqPuNFOJ3l3FVHLk32XHWsNxkAXAvAb4RfHWlxzdlVeVKXg+FyT5KJfVPsdAJTKVL5MGA1fW/W3EQKUfeeNN+IEvvUHbpmAqcfCJYl7GLMCYSgXjLUnxAAXiu44lnyN6HqpK3wBVVC2bYySwkhQay+RvgLKwqMRU8hwEUSzH2WryN4OnUm+M/Z2afM8u9sYYTdOFbbp2npP2Naq5NpaaHm47spTaJmermtjxXuLHROMPKVx06TmX0Dq2lRoTq0jifdeS80nV7n6f77EHKu1FadDkS2DNbuP8zli+vB99YlP+/9ZgmsjfspKpO48t42J3jM2BOobtHKbShSQpv9QdozcJZHeiuT2VhgGWml4CKpGn0kx4KmmSoWYFptI0KmMqOVJ//ezlEWbx1atk1Zlhb4apRJInT+jVdaYSnXu77mLfQh0XuwQqOanB3Hdt1FkHCFrEUlDlMM9TiejDJlCCJu6qRt080qBSOVOp5tqp474mmErME2kwCVPgmGNb+JKb9uP9D11EEM2kgTW/jrZtpVrZAyrh59eEfiegibrK8O+NE08u1ZqZG3WXy99cx8Z3fvFJ4+Kr7jlyIcNjMA1Ti/q6K6jWs1ksx6X9i3XcfLCDTz6zkxy7g1ZN+IN84JFLeMv/9eEU8CvbzM4hf6PPNjRQicC3/clY86HHxLh2ysRUku2Pw7k68RA7y9T9LS9cRwBxJH8TXYnS3cZoYWiqFtY9W56rPhbdcXRJmkbz4N4S80aKqeQ5MlEjiddX3H4oZXS7m+BJYCX5W+o9Kb5ntm3htiNLePurT+OmAyKRp/FF3xe9S1T0+OQzO1hr1yRACajx767r8gEEPWg8Pbs9RhwDnznbxTSa4ZZDizi+Kq5nu+TZb1yh/I3H9fvF/XrwXBeTcLZrphKQ7v7DgxaeeV5QS00fI8b2AwAUACwUHlvEGJlKzF+w6tjPjb31cGzg4Qs9bA8DvPpGIf14wwsPoF1z8fufeBYA8NTmEBv9CV56YjV3H45t4d997W345pddZwCVzCfdZqDSaJr483FQKcVUSt8DYoVK+ZsGHGwNpp8zUClvfCSjcWL2fm0ipdOZSqstPwMq9SZhSupI4wD9WzKV6h4DnrLP+6mksHa1uvs+X1FzhSFyNIsRx6KwoOb9GZ69PEqau7iMqVQ+L5EsvUqzHYohk7/dfXoNLzm+kvp70xedakfT8IryxLzwSgYHGg8Uk89WzU+YcXvVoKJq2TlU7f4mtik+S8128phK0SzGJJyl1BiUJ5WDSnnd3ybY36ljrV0T5IDeRNqIUJD3op4znFhr4ctvO5QZx7n0j5oG6UGeUIAgLAhLjOz2KWzmqdSuuZWKA3x786wTPp9jD1Tai9IgmjBV5XYb53ZGEjH/+FOXE9d9MdDpnXgavpjE7jm9hu44TGm48wbGS8ki82LCVFpr1+A51tzyN9G5RyQaVEUeT01MJTtpcV5u1F3E4jAxdK5kYWYKYh4Io24zU4kWEK2E0ksmlZyptJ4wlSZhlKH0+g4xlZT8jS+Ym76DpaaXm1TSotbc/W0+TyUeJLuzreKEnybxdi1dsZwnIehIUOnqJTV0TIBI9E0JxOtv3oedUYCPP3VZVhb150mvDkqmEl8se0reJb7jyP1STBJPLp2pFMdxpe5vRVF3zYy/wSRKJav03E3CmRyfDnTquPlQRy42WzUlg/ndjz6NT5y5jPvPXGbbnF/+5jp2atFK15jux0KyTwLLTxsAEAUqRXNp8QlwM3V/K/xeUkGktrdK0ijeb6P8zcBU0hO7X3jrHfjlr39RZn+7kb/xZ7bpOzi9bwFN38HNORKv3cS8TCUT+DpP0HNm2leHFS4++ew27ji6mKrY0pz4omPVQSWqsJNE5Y0vPIC6Z+PFx5clU6ns2b9So24e6+0alpoe3vdpIUu9GqBS3gKGpC96Z0wK3S8QmM9TCVCLh6WmJ8fammfDJ6Puykwlmpey+yZW4A372/jShNHZ8B28+baD+NMHzmEwCXFf0sDkpSeKn4l//OKjOLrSVOc+DjCb5Xe86zA5JjfUVTJYWy4CM0ylIC1/0wttm4NpRi57tUN2fyt4R33HloDgW+48gnf+o5vwmhvXUXMVG/aFhxfRm4SyqyqQSPrZ+6szlWhx22m4hc1F3nLnEfybN98sC57XahD7hNisrmPJex9EMzy3aYLstAAAIABJREFULTy/Vts15qlU/n43fRezGDA15cgLYiHmBRXNhtNI5jG7CXovi8yyAcVe5p5KUiafU0goCirolM0xHFipKn87td6G79q5Jum80EjHTnlSlTEyz6h7f6cOz7GxkrA7R0H6XhK4qhfd/9M/fQl+8iteaNyXOLYIcWzO6wWbXRzPZg6YfXxVYyol97BqIwG+PtuTv4nYA5X2ojTO7wiQ5tJVApXO7oxxy6FF2ZHgQKeOpYaH57bHCGdxetL2XbzwUEdSwB8+35ODZ678LTnOC92xZALw7llVQ8jfRMUpJX/zndTih0w7y7q/TcNZYathWrzduF+1NXevElMpbdSteyql6bbEVpLyt7FoEdzwHOxbqGF7GKA/CVM+EjXXhmUpDflsJkxZ+b389ntO4Ge/5tbcY/SlUXd2Mr1+/wIW6u4VdY2h7TX9Yu8aSoZatXQL8LnkbwQqVTRrrRpS/jYl+Vv6Gn3R9evwXRt/+eAFjIPI2Na6XXNTElDyv+DeE82ak5KZLRiYShONqTRJEs4gEtVMU9WoajRYIsBjMEkzlRoMJJWgUsJUoiD5GwD8zWMbACClIwBwZlNUVg/O2Y2qXXMlAKuYSiTTtXCgU0dvEqLhOcbOgbTgJflb1WSEADeTZ1ZR1JIGAIqplPZUIraBl8dUygGV8qJK15zcY2VgbN1zcNd1y/jMT74h5XF2tYJf90ryt5Sn0vyLFrrupn3R/NQdB3j8Uj9D97/71Bp++I034jU3rVfeHy3+ziYeht//+hvwwE+8AQcXGzi+Rkyl5x9UsiwL//w1p3H/09vJPncPuOcylYIIDd8tYCqJa7+dApXKmUp+qiLtprYFqM6nQHWj7iKmEi1u3vGa0ynpztfedQTDaYQ/eeAc7nvyMlZafmXmni5rz2UqsfGBFpk1VkRwnSJPJfF56pykg0qCqVQuK9lNlBl1AwLwJgnQvk4N3/2qU1ioe7AsS879tySsDt2XM10oE7/TtWn6jmwQIj2VDO/YcsvHt99z4nn1lroaQUABgUq+Y0tPs2k4w3OXRzi81MBy01Ny8kpMpaysviyG06jQBLxVc9GbBBnA4krDlvNY8T0ixqtkKjnKtoN3A6walEc3SuYYeuaG0xDjYFYI5tEcfnCxjpWmnw8qTRWIrDrqJaBSBU8lXf62NZiiNw6lncT6Qg0XuxMpsaOgXEHPGSzL3OyDxmMqfBtBpaSxCSAICCZQ6cQ6ZyqpgthqBekbkAbB9uRvIvZApb0oDSl/641LPlke03CGjf4EB5fq0oDy8HIDy01fdjbhyf6/esON+JE33iTp1A+e62LfQg2dupsvf2PMKsEESANDVWN7KDrRLdQVUynXU8nPZyo9szXEoxd60uA4L2gC+tq7jshB8mrJ35RRd5Shi/osIaLo1F1pUklVEMuy5OTw3OVR4qHkpLZRS2RJg2mYMa+7/egS3njLwdxjLGIqveqGdTzwE2+4IoppvaJGnXc8c5mcgeRCVYIWjEXg4ZWElL+Nw6TTR3oCa9VcvPLUKv4qAZVMba0zTKWJWf7GkxPd7wWAZCNx83fx/yS7u/JzryVm9XoMNZ8EeldGQYQLiYxhf8JUoliouVLGR8f/MQYqPXqhh4OL9bkrTO26K30jFKNLXTMCQE6ut4wJESW8Sv5WsSuMZ2MUzObq/gaoZI8ALB1UCsLi7m+0n6oAN41ZV/IO8PGRru3ztfDqzMlUamjvybxBTDsjqJTMMZ9+dgdxLMZKfd9vf/XpuRiQVP09t628Y+geK0+lEvlbcg92Ow19xxedxM+95Vb4jp3brW6eyPPvEEbdiqmkAydLSUtp7qs0j6cSoJir1J6a/j6/p1I+U+nwUgM3HVjAl92ani/vum4ZN+xv46f+6LO49+GLeMnx5crvx7yeSv1JiElSoODjvWsrX50y+duQdd4cB8JEefUKCkPzxHqyICwCIIhV5jlWxuOrXXPR8Bwpjekys25d0q97633DS4/h595yGyzLKvRU+p8laq6NOFYMFhpTVts+7n/6smQq8QV7FcCd3s95fJUEUyl/2zceWMAj5/u41JvMJWnPC5q7y4ojNH/T/OjZtpLJJ/PZPEwlIClUl4wjNN48uSHWTUWsN5q7DizWsdKqACr5LmMqif8r7/6WZSr96r2PwbKAL7lJSHjXF2rCU0krbNN4UjVnoHOXoFKe/C05n63BFMtNA6i0mpa/7YaptCd/E7EHKu1FaRAT4GowlS50hb/DwUUFKh1ZamC55ePMlmAO8AH4tS/Yj5edXJVJytmdMVbbPpZbfilTieRvHWIqXYlRd1MYLlJHHjKY0+Vvop2pGVT60f/6AL7n3feLLhAFgyYNsq84tSqrj1db/kbnYZa/qXPiTCW+8OWtgtNMJUduaxJExg5GZeEVgEq7CTqvUlBJ+gil2SfXBFOJgIBJmGvK+PKTq3hqc4jz3YmxWq6bVg+DbGXx5Fo7ZaTe1kAZQFDWax5jKiWLOykF2aX8bZow3Xjo58y7e5zvjpP28y6Or7ZSkjTOinjRsSXcf2ZbVl0fudDH9YwVWDVOr7dlhUs36gZUBziTSTegGHGDSZSRiBZF3XMwCSKZ4Ffp/gaI+zEOZol0Q3RxavmOMuqeKWmD+g7JOczd34pid55K1X2LdhuOrRaU8xp1z2Purn9nyZDcHug08Klnd/CRRDZ5e8WW30VBi5zNwRSubWGJneOR5QZsq4r8zSwju5L4upccwwM/+aW4+9Ra+YdLglo566GMukuYSqwgFccxys7OtHhIM5Vs1TGxIvDHG2To8a/feCP+6HvvyUhvLMvCb37rS3FgsY6twTTjK1MUBIYQqGTlnLXyVBKsDypQ0JxGPm0AUtIwgMvfskwlva338xWLTQ8/9VW34CsLOqHRtV9uZjvRNWsujiw3Mt6SgMifiphKp/e18TV3Ko8m4MrGimslaDwmYIGex7e/+jT+9okt7IwCHF5qphbsVeVvgPLrOb8zLm0EJDyV8t+tV92wjmk0w0Pne7md/+YJei7KiinKU0lcm3/1hhvxz5JOc5KpNCfgUPfscvlbci8eTjpoH18zN8ABVHFAgko5BfmU/E1jKpXNAeS/RT5ZT20M8J8/8hTeetdR6Sv4goMdPHSuh8vDaWoNRc9V1SYU9LmeYT1D0WD+nFs5stvlli/HcW7UXcWkG1DqCmA+m4zP59gDlfaiMIJIMIuAqwMqnUtYBQcXGziyLCqWgqnkye2baIS8G9dqq4blpi/bRPIYBxF2RgF818ZGf4JJYqy5wIChKjEJxeJtseGhU/dkl4FxEKHh29Ko205kRg3fxTiI8NN/8lm8697H5HbiOMbfP7ONxy72sdmfFEqDrlttygrlDYm56dU26iYvibT8zcBU4vK3SSDBhX0L9dT33GQgluBSUq0gVtg8tF+vQP62m5AtWiv6hxBAQMyCKwKVrranEuv+NpiEaBvOhVg695+5bLyGrZqb8kYakfyNbesHv/QG/N53vSKz335G/qYARVrcKVBpd/I3ABmz7uEkn6l0vjvGgcU6LEvIMqQxcs2VCW7Dc/CtrzyBURDh08/tIJrFePxSHzfun9/0+T9881346a+6JXUcHLwippLJTwlQz9VgEqI/DSsnI9Rhktrxlnk9UNQ9B49e7AtpcZLctutKDhyEStpAwZlKoo20VdlUltZoV2JCmzLq9v//9u47PI7y2h/498xslVbSqstqVrEsWy5y78YVF8BAqKGThATSIJcWIBBukpt7c/NLSCWQXCCBJEAIgTQSQoeY5gJuuBdsWZYty1bv5f39MfPOzq62zKrtGp3P8/BgrVbSSPvuzDvnPee8wz89kecnK6nr5qD7QMorEsNkKn1xaSnqWjrxyzcPoig9IWjgKVpEvoySDI/TL2vOaVPxvYum4sq5hWG/h9u4zg1txuxgherfEalRt/zbm8vfRJQ9leS10Bykc+g7nwLWy9/CZSppr13w75PndeOPN83HbWePx6UzCyz9LEC7vtkU0oNKoctZzI3jO7r7jDFgbtQtj627N3j5W1qiA0RAm+m6cbplZIJKAHDNvLFhM+Lk+yLYsZRkJGJagdevB5XUHJCpFNhTySzP64bLrviV2Jxp5JiWgQXZtPrKuYXG4lNgppKVc6PH6VtYAYDv/H0nrnrk/X5BSkkIgfbu8OVvs4pSjUDFUGSHyXdluN3fAF/ASAafVlZkY5Ye7JXHE22m0r3nVuD6hUVhnyODu76gUujxLt/7GYnOfplKQgi8uKMGFz74Nl7fU2sct3wdW4xG3eGPWZ4fXtlVi4Xfew3rfr4edlXBbaZd+uaXpqOrtw8fHWvyGyd2YyHK2nUmMKgUatOX9q5eCCFQ39aF1BDnHdlXSVXI6GVntfyNM5X646DSJ8jBky249OF3QjawHoiTzZ0QQjspDUWj7hq9v0OuufzN6/Zb6QgW1U9PdBontXSPA6kJ9qBBJRmYmpiTBLmxhK/8zXpQSQZUUhIcfqVHbQGNul36jmluu4LjjR14dP0hPP9htfF9jpxuM37ugZOtYbM4rl9QhDfuWAqbqhgZFANpdhuMtlWn7/fyy1QySnn8d0Nqavc16pbBBZmpBGgndq3+W/XLWOrpE8ZFK5oVmuHKVJIBtXATEqB/UEkGJKK5WHiNoNLwZCo1tXcHLX8DfNvFVje0B73IepyqsTIImBp1m54bWMPutqtQSJtUfvMvO/Cbtw8ZZZxywilv7jpN/TcGSqZwH9GzFqXA3d9kEOB0axdqm7QtayUZXEs0NeydOTYV80u0XZI2HDqNI6fb0NnTN6BMJUXxbXsrbyDNGR/yWEJlKsm/d22zlrVpdXwZu78FpI5H4rQp2FXThAyPE2sm5wCAX+am7IsSrPzNZdwoq5YDC75G3QPJVDIHlYZ/5U8GlaJp1G1XyfKKqv/Xh86Kmjk2FedNHYOu3r5+pW+DISfJ5vO2dNnsAoyPMP4ThjioNFScQYJKXT196OkTelApRPlbQrBG3SJivxDzdTh4TyXF1IfMavkb6cdo6el+vAkOfHVFmdEnyQpzr0QhRNiyOdk4Xiul9v+9VMUXYO4J6GslS6oTnVr5TqtfppI2NxvuRt1WyPdvsKDSw1fPxPcunmqcG/wyldp7/ALQWhZX8Ot9ZpITO/5zdVTZZPFGjmk5h5ULGXZVwX3nVsCmECbmJBk37A5VsXRuNC+sAMCWqgacbu3CtqMNQZ/f0d0HIcJfE5w2FQtKtWv8UASV5LnDHuHkkGxkKvV/P8nF52iDSusqc/v11QvGqQd/PU6bUfYZzBVzC/HfF02BolC/oNKdz27DTb/7AFuqGvDga9qCuHn3N/mejlRmK98D/9heg1OtnVg7OQcPXjUDWaZ+iHOK0mBTSHstB5Gp5DTGZbieStoiXHNnD7p7RcjzTome4UWk/d7fOn8SLtV3hIzEPE8ayJzgk4j/Cp8gb+w5iY0f1+N9fVeQW/+wBX/deszvOXuONxuBHStk6duk3GS0dPb41cgDwNMbjuDzT2wKmopu1t3bh/X76owdInICM5VMb/hg2S2qQkb0ON2jZyq19i9/k32fJuf5ygdkppLc7QgA/uefu/DAy3tDHm+jXloneyoBWuqz7KnksvuvUCU4bGjv7kWf0NI+ZYnN9upGv+8b7sRjXp2Uk3010mzXItn8b+8JbVXDHMQLlqnk16i7s9cIaqTrK5Da1/lKZHyZDdr/6/RVyWiyfORKz2AaPQcjV0QiraDJGxGZBSQDEtGktaYmOnDfeRU4d2ro3lED4XFqTcr3HG9Ga1f/Rt2Alo0gAxrBLrJaTyXfJL/NqJ8P/XchIiQ6bTjV2oWnNhzB//37ELp6+rRAoqp93VBmKskso901zX6Pt3X5B9JkQ+7t1Y1appJp4vLZhUX49gWTYFMVY9zOLkpDZpITJRmJeO/gKeN9EOmmOpLARt0AMCk3BQ6bgikhSphs+sT7hL5L5UB2f4smqDQmxY2SjEQ898UFRi8dj8tuNG2X73P/8jf/sla3XR2RnkryPCV/5nCT720rgT27/roN9LiKMxKN7IVgvr5mAjxOGxYOQXmYJF/TYEElK4aiUfdwcOilFmbmfiAygyRwCHqcWvmnf0+l8AEWwP/GUo6VwJ5KzoA5gZXfARi+nmHByOu6tuNd6OfJRbj27l7jxli+L+0Bjbr7+gQeeGkPvvH8dtOOotpmBubyt9MjVP5mRbigkqJov1+w8jfZo9P83ATTfDCQ1WzSeCUXiOS83xxcXTYhCzu+tRpl2UlI0+eTCRZ7GZnL6utbu1Ct71D55t6TQZ8vF8MiBYvOGq9tZDCUjbojZdzK+5Vgz5PXiuFq4izHcVFGQtjzyIScZFw2S8tqTEt0oLmjB109fXj3wCn8cfNRfHZhMW5fNd6YE5gzlYzyN4tBpe3VjZg4Jhnfv6QSy8qz/J6T6LRhmr5o4vILKkW3EGX0VGqPUP7W3WdkSIbMVNKDSnIB5roFRZb7/snj5Z3ffLgI8AxyqK4VdpWMYEwgeaO0vboRM8em4bkPq9HY3o3zK3MBAHUtnbj4oXcwY2wqnvjsHEs/UzbBnZLnxcaP63GyuRNj07Vh8+quE7j7+e0QAvjte4fxuUXFIb/PHzZW4d4/74BNIWM3tqXlmbh5+TjMKU7DjmpfPXWoqH6mx4mTzZ3I9DjQ0tETtFF3rX6jNsUvqKQFhuRqixACf9hYhcb2bqydnGNkeJjJiYTX7ds2WJYBukxRfHfARDLRoa3OHT7VhnFZHuyoboJdJaS4Hahr6bScwTI1PwUuu4LcKHemCsdpU/HBkQa47SqWlGeaHg8eVGrSVzRbOrqNrDKbqiA90Ym6lk6/QJKcUMvvVasHI6Mqf5NR/yHPVOr/+wXTL1PJGX2mEoCw74OBIiJML0zF2wfqtMzBELs2VYxJxommk8EzlVz+fcXaunr8ShdD8Tht2PTxaXT3CmPy5wqWqWTaXnugSjITYVcJu483o7OnFzf+djO+uKQULZ09fhNWb4IDxRmJ2HKkASeaOpFtalI5LisJ47K0YFFhWgL+Y+V4XDFXm1CdXZGNR9YfQq6+K1tZiGwiq4I16p5TnIZt968Ke3OZ6FDx8s4TAGB5AiPTuXcdb/ZrMBnJT6+YDqKAVG2nDU3t2pbhD7y8F2NSXH67TgZmKrkdquUAt5zc2m0Du1mWWSgjEVSSiwZWgybmXhPRumbeWFw5tzDk5L8gLQEbv7HScvmUFTKwF24VOxyj/C3OgkrBMpXaun03nkYvqIC/tczWaWjvwqmWTpxs6YQAIvZUUvTm1N29IuTub/JvbfX8J2/QR/Ivm+y240RjBzq7e8Nmn2m7EXZDVRQj01cGmFVFMYJsHd29uOUPW/C3rcdApI1xh00ry0l0qn6LkDKolD7Mu79ZIV+rcAEuOXeRWW2nW7vQ2dPX72vuP38SJuX2n0N+EsjXXM4bAm/65TVO/k2s9o/y7YDaYyy8uuwK3tp7El9bOb7f89u7fL1+wlmiB5WGNFMpYqPu0JlKAy1/s0rO3YozrM9j5Gt1urUL//XCTuR53bhzTTnaunrx09f2o6unDwkOX6C01Sh/i9xTCQAOnGzBZWHKcheUpmPT4Xq/8nZ5Pok2qOTLVOr/esvNk2T/qFCZSpfOyoddVZAaRdancRwyqDRMr++Z6MwOo48iQghc/+sNuOXpLQC0viabTDsZAb6g0o7qJnxwpB4AsNPU/O5HL+9FS2cP3j1Q51cnHo7MVJqSr100TzZ3oq9P4I+bqnDzUx9iUm4y5pek46ev7gu5GxsArN9Xh/REB7KTXcYFONFpw62ryuG0qX5v6FAr97KvkpapZEdrV2+/1Uq581tgppLcslkIgZrGDjS0dUMI4Lsv7DIay5nJTJsU0xbcsrTOXP7mtPsHLL66ogwAsL+2BQCwo7oR47OTjOi81aBSdrILW765yijZGQryZ6+dkuOXWSFP0IGNunv6BNq6etHS2eO3Q4pc9TYm0abyN5n58cYebcUpmiwfeWEZrkylSBMep01BTrILxXpteqJehz6UN3mDMXNsqpHdEqz8DfCVfgUbZx6HDV09fcZ7Rtui1xZxpdzjtGHviRa/x8w3UfL7ye1bB1P6Z1cVlGZ6sPt4Ez480oA39pzE8x9Wo6un/5a5U/NT8M6BU+jq6fPLVDJTFMItK8uMXmBXzxuLPiHw1IYjyPO6Q/4drfI1BVcDHo+cFdfe3Yu71k4wUvYj/iz9RnpHdSPmFFsvqXDYlH6TtaKMBGypasC6n63H/toW/O/FU/3+Fub3NqAF5/IsBriNrZUHmGXpy/gY/vddSabH8pbsgHYOGegquKKE7pMjuR39d20cjMFnKsngzJAd0pDQGnX7911rNe1mKc8VwYJhXrcdDW3d+N4/d+Oyh99FT6+wVN4nX7tQ5W9OY1EkukbdI1lamOK2Y9PherR192JVRU7I5yWZyt+C9VRS9QHx5IYj+NvWY1hangkhgA+PNBhl5gkO/8xY2TA+HrbetlsIKiU6VKh6DyoAePeAVgEQWM522awCTModfGP9eCRfc6NRd4jgsswCsRrMkWOkpbMXO45pQaVPzy7ElqqGoPcRf/rgKABfv8JQijISce+5E/Gp6aGbtFsl35aRWlAE7v5mJt87w5XJIufuxenWd9SUY/77/9qNj4414c415XDZVaQlOrBuqpaA4Hb4MpUOn9JaEUQ6Tcl7ISGAsjC9KheM0zJx3UEylazOHfs16g4yV3DZFbR19UTMVBqT4sYXl5YO6LorF86iqcj4pIuPuyUW0fbqRhw+1YYPj9Sjoa0Lj64/hEseftcIXgghsO+EL5Cx+bAWVKpp7MDp1i7sPdGMpzYcwfRCL7p7Bd4KkWYa6HhTBxyqYgQLaps7cePvNuOOZ7dhfE4SHrl2Nr65rgJNHd14+M2DQb9Hb5/AuwdPYcXELLx15zI88dm5/Z5jviiFmnhn6RPj9EQHvIlya2DthFF1ug37a1tQ29wJm0Ioy/YYJ0Gt/E0LknR092HnMS3Qdu6UMVi/vw4/fmVfv+2J/7mjBkkuG8qyPcYJQ2bfuO0qXA7/CeS5U8fgjtXluHreWABatF4Ige3VjZiSl2JkTkVTGiT7NQ0VeaN7SUC9sDymwEwlQMvYaunw33lLvg7yRG6eUM8uTkOSy4a3D9QBiC7Lxx7lhcUq+XtHuhkkIrx551JcNVd7DROdNnhckYMuI2VGYarx72Dlb4Cvr1KoRt2AL525vavX0g2y/LrMJKdfcFSu3vff/W1wQcGJY5Kx53gz3tEn8XJHrMAJa2W+11hBjTTZlArSErBiQhb6BIxm+IMRrPzNiq8uH4eHr56Bm5ZYn8zIYEtvn4gqqBTMN86pwFeXj8PhU224el6hUTYQ+LNkYOex62fjm+smWfreg+mpJH+me4jPfaHcsbocz9w4P/ITdeaAxZkgXE8lK+TEP97K34JlKhnlb3bVyGoMVrKRkqCVgG0+Uo+mjh5U1bdZ6mskb2TkDaLXXP5m6iVjNegYrlH3cJHX9W+cMxGLykKXWXqcNjS2d+NQXaux4Gfs/qaQsQB08GQrJucl4zsXaBsX7KxpMgKRiQ7V2A0OAOpbtWa58XA9DVf+JsmsNrkA+86BOiQ6VEwdgp0ZzxQOI6gUPFNJkn/HUBnUgTxOG1x2BTuPNWFHdSMK0txYV5mLPgGs31/n99y/bzuGH7+yDxfNyMPiMGNWumFxiZGpPBjLJmTh1rPHoyBEZYgkzwfBMnlllvxwZbLIuVY0zeDla/XcB9VYOznHCCQBwH+cXYabV5Qhz+s2zv27jzejMj8lYqsA87w93HOnF3qR4XH6VdzIgJzlTCXZU0lvaRIskD82PRF1LV3Yp98jD0cvNy5/64+DSmeIF7bVAIBx0v3bVu3jN/Ru/cebOtDc2YOyLA9OtXbhnztqjAvCrpomPLb+ENx2Fb+6ZhZSE+x4RS+9kNq6enDD4xvxnL4iIJ1o7EBWstO4adv0cT1e3nkCXzirBH+6aQFyUlyYOCYZi8Zl4PXd2rF0dGtZVDIDaFdNExrbu7GgNAOqErzJqTzRhUsTlRNjmakEaEGu77+4Gyt++CYufugdHKprRWaSE06batR5Jzntftvkyuyt/7pwMs6ZkoOfvLoP63623piU1jZ34B/ba3DpzAIkOGzGCeOkXv7mdmhZGgr5JpClmR58edk4eJw25Ka4sL+2BUfr29HY3o3JeSmYnKfd7MeymZvTpiDP68a8Yv/MCGeQZsPydahv60JrV6/fTXNgplJ+qtsoj7OrCpaVZ0GI6JvX2YzygaHNVJIXXitZKU6baqxuXzW3EPesnTikxzIYU/NTjItvqBvbCiOoFCRTSX8PnG7rwlt7T6KupcvSyqIMqlbme3F2Rbb+/bWvc6i+rb07hyBTCQDKc5JQ09iBf+04DsC3Uhb4+pkbGlsNKgHANfOLAAy+nxKgBak8Tpvl3UKkT88pxJrJ0fXdkpM8hYAZY1MjPDvC93KouG1VOTbftxLfPn9yv887AzKV7KZtxCOR94yOAZe/qUPSE8OKUNejUBKcA89UigX5uw00qKQqWo+reGzUHZil3Gb0XbH5ekEFyTLwuu04croNB0+2ArC2+xvQP1NJXt8cqhZg92UqRXdjNJJ/2ivnFuLecydGLNFOctmxr7YF1Q3tuFDP+pDnApuppxIAXDu/CPmpbiS7bOjtE349DAMzleKhSTfgu0ZF6u+U7LKhUe/b8u6BU5hbkj7gYPmZKFL5myTn2pE2Q5FsqoLLZxXgL1uq8d7B05iSl4JpBV5keBx4bP0hYxe4zp5e3PfnHZhe6MX/XDRlRAOSGR4nbl5RFrH0tzAtATaFjE1GzAbaqNsqeQ4piqIcviAtwShV/fmVM/x+v/zUBNx69nh98yEVKW47lpZn4snPz4t4nTTjDp9kAAAZVUlEQVQvJoabWzltKv595zJcoy/AA76dSqPd/a26QVvoD5apJBfe/vWRNo8Mlak0GFz+1t/oOTuewYQQ+Pu2Giwuy0Cyy4bH3/kYu/TAyFv7tKi+LE+5aIaWhVJ1uh3nTdFuWj461ohXdp3AsglZyExyYvmEbLy2u9ZoJg0AT75/BK/sqsWtz2zFPc9vx2d/sxF3/WkbjjVqTXDTEhxQFTLSUK+aW+h3Mpo1Ng17a5vR1NGNX711EJc8/C4u/+V72HuiGe/oWSvhyjxkkChcxLc8Jxkepw05KS6j0fR3/r4Tv3jjAM4an4HG9m68+NFxI5NG7jqQ5LIZZVjNnT3YVdOEovQEpCY68IurZuJHl1di74kWvLpbC7Q9vaEK3b0C18zXTnoeI1NJ76mkr6K77GrQm/fSLA/217ZgS5W2k4V/plLs3nJfWT4O/3Xh5H4XyWSXHV9fMwHnmZpLy5PkMf2kbU7v9GUqaReRh6+ZiW9f4LsxXakHHqKN3g9XppIxyY0yWDW9MBWXzba+ZfNwc9lVo3Q0VGbM2PREv3p4M/k1D7y8F9c+tgGv7DphaYctGcCaVpCCtZNz4FAV5OoTKKdd7ddTabBlS+U52oRkz4lmlJpW4AIDYJNyk40gW06QCV0oi8dl4Gsry3DprMG/tqsqsrHhGyuizlQaCPmaTs5LGbKfl+SyB500R7s9upka5apjv589iGbYw+1LS0tx05KSWB+GZfL9MdCgEqC97+IvU0kN0lPJt/FAYoieSoDWj61fSYeVTCUjqGTXv5bgdduNGxzZeNvy7m+y/G0E/7bzStJxw+KSiDfn8nqfleTE6klamZwvU0kxrtXeBDvOr8wFEfntuqn939avp1I8NOkGTJlKCeGPR/aWrGlsx8G6Vsulyp8UzoBMpVBNq2VfuoQosji/sKQUgDYuJuelQFUI955bgQ+ONODR9VrVw+u7a1Hf1o1bVpQNOgN6uBSmJ2Dbf67ya7khFaQmIMllQ7pneMa9fE8WZ1gPKuV53dh6/yp858LJYc/rikJY//Vl+PX1sy0tyMr3VJLL5rcbbzBuh9rvvGdTFOMcavVnba1qwIScJBQG6Us5OVfrS7ulqgEOm2I54BkNu81/oYFxUClu7a9txjG9Ke6HVQ2obmjHBdPysLgsExs/rgeRVr71/sFT6OjuxT69n9IF03KNVO6VFdnITnbi6Y1VqGvpMrIMzq7IRlNHD94/qPVk6ujuxa/eOoi5xWn41PQ8PPn+Eew81oSnN1Zhw6HTyE5xQVEIGR4HGtu7MT7bY+wiJM0Y64UQwJYjDXhtdy1yU1zYV9uMCx98G09vqMK4LI/f1pKBZJAoXL39uqlj8P492g2c7Gfw/qHTWFeZi0eum43FZRkQAsjU+6fI4IdH3/0N0Gpwd9Y0GRMgADi/Mg+ZSU68sK0GHd29ePL9IzhrfKZxopY3cFv17U6Ncip78Kat4/Sg0hPvfowxKS5U5CYjK9mFu9ZOwHmmVNORdsG0PCybkBX0c19cWur3msqVlep6bfLtCVb+ZspmMN9ALhmfaTRkj4bd+H6xadR9Jpiul8CFusirCuH+dRW4ck5hv8/Jr3lxx3FU5qfgS0tL8aWlpRF/pgyqVhZ4UZLpweb7VmK+Prl2qAo6e3qxfl8d/rj5qP7YIMvfcnzvzZuW+I4vMDvLZVcxYUwSiHxj0gpFIXxt5XiMG2STbkC7sYxmIj0YMsAzEltUOwbxXhxs+ZvTpsRtNtDqSTlYPiE71odhmcz+HGijbkDL/Im/oJLWL2NrlW8LcnMz33C71pmzBlbor6WVTCV5I2O+FnoT7MZ7xNfc3uKNkcxUsvTskSWv3VfOLTRdl31/UyJChseJa+eNNX5fWXot37sJThUtHT2478878Ou3D8VVUMnoqRThZj9Z3y3vnf1aCfb80RZU0q85rUF2fzNTFEJqgj2qOVae142L9UVwueh6wbRcrJ6UjR+8tBcfHWvEs5uPIjvZicVlmeG+VcyFmgOcO2UM3rt7xbDNERx6g2lvhOBoIKsLvkkuu/XyfFNf1YFklNmiyFSSOw9neBx45LpZQecaDptitIxISxieslsHl7/1w+G1ONDbJ/wmP1urGnDZL98FAFw0Iw//3HEciQ4VZ1dko69P4IXtNZg9Ng2XzS7AC9trjC2yMzwO5HrdKMtKwp4TzZg5NhUVY5Lx+p6TsCmEpfr2jkvGZyIt0YFH1x/EorIM/HHzUdQ2d+JHl0/DwnEZuH9dBVLcdnzzLx/ht+8dNprgZiW5cKKp0whOmU0r8IIIeG13LbYebcAtK8pw5ZxCXPfrjdhV04Rr54/t9zVmcqIX7s0ptzcHfEEoh03BnavLAQBfWTYO/95XZzT0zk52wm3XAh4ep/Z9jze24/CpNlxq6iukKoRzJufg6Y1V+MUbB3C8qQM/vKzS+LxD7xm090QLphV4MbtIO1G57GrQUq1xWR60d/di48f1uH9dhXHCM98gxzv5ehzTd//zmAJEMmgXKh1WS5nNQm9fX9DPh1KW5cFNS0px1hBPIHyT3DP/dLdkfCZ+997hsJk5l8/uH1ACfH2YevsErltQZGQ1RiJvoqbmaeVm5j5ZTruCDYdO45lNR5HksuHiGfmD3rEwO9mJFLcdbV09OG9qLn7w0h6caOoMul3xwtIMtHf1joqSBHnzNiJBpShvkM2sNjgNxWVX0d3bf/MEFj2H/hpkDCJTaaibhw+FdZW5eO7Dalz4i7exYkIWVk7MRrdeMpPg0JrO3nb2+KDNqOWCVElGIs6uyMIru05Y66mkavMA83XP63b4msUG7JgY8fvFoFG3VQWpCUh0qH6LE0ajbn1MvX77Er9Avyy9ljfQCQ4Vxxo78Nv3DsOuaoGosyz0xBkJxu5vEW7Gk912VNe3Y/3+OqQm2P0WPEYDX/mbbNQdemzfsbo8qjIsALh11Xh4XDbjmkZE+O6npmDdz9bjc7/ZhJMtnbhhcXHcBbWtUhQa9GYg4eR53XGzACPHykB7VdpVxXhfRpLstuHLy0qxdvKYkLuhA1oJ3DsHTg1bMDuwJJpxUCnmevsELn7oHcwvTcdXlo3D0fp2fP6JTchMcqKywIunNlRhbnEavn3BZKS47VhSngmnTcFFM/IwtzgNTpuCf310HHuON6NMb043ryQNfUIgO1nLknl9z0nMLUkzAgVuh4rPLizCD17ai39sr8EPX9qD6YVeI7VXRr3vX1eBZLcNa/XeHzKFfuXE/kGlJJcd5dlJeGrDEQgBnDU+E1nJLjxz4zz8/PX9uCLEja5kUxWkuO2Wa1PTEh3wOG24fkGRsSX33JJ03LG6HAv13QWumFNoTHRkvfP3X9wDAH6ZSgBw7tRcPP7uYfz01X1YPiHL+B7SPedMRIJDxcUz8o20zVtWlhm9hMzG6bsJpSc68OkIv3e8kq+D7Dvhl6mkB+3C1Vj//MrpUf9Mm6rgrrUTov66SOSNcUKcltREY9mELGy+92ykDGD7UxlYTXSoWDM59M4/gS6akYc8rzvoz3SoCvbVtiAn2YXXbl8yJCtyRIRZY1PRK7T+HJX5Xry080TQkq/bV5fjZn3HxU+6BaXpuGFRMZaWD/+qrZwgWt0e3YyIoNDAM5U+t6gYHd3RBaRZcDZVKyUcTOp/QaobGYPIdBoOk/NS8NptS/CLNw7gr1uO4ZVdtcaNpwyCfTXEecGrX9sqC7zGzaylnko26rfxREqCHSea/TOVrPYElDdQ8Xi/fMnMfKyenOOX1eXb/c2/DFCSc6oEU/kboF0/XtxxHG1dvVH3nhsu8rWK1GclxW3H8aYOHN1Wg0tm5Y9oqWI8sNqoGwi9mBVOdrIL951X4fdYhseJ/7t2Fi59+F309glcYnHxazT6n4unIMjm1TEh5wplA2ySfuvZ441sx0iICHesjnyvMEc/vw9X+aFcOOOeSj4cVIqx9u5ejMvy4KE3DuDXbx9CR3cfkpw2/O6GuRifnYT//lQ3kk07UGUnu/Du3SuQmqClJS6fkIWnNlQBAK7Ts4HuOXeisdJbMUZLKw0MBF0zvwi/fPMgvvT7D5CaYMePL5/WbzXSpip+b9xxWR7sq21GZb4XwcwYm4rdx5uR4rYbz0ly2XG3xWbHt68uR7nF5rkuu9bszRtwo/vlZeOMf08vTDXKhQrSEvD/LpmKu57bDsD3d5FmjU1FVpITp1q7cM85/U9W1y0o6vfYZSF6spTnJMFpU3DjkpK4WUWIVpLTBoWAV3ZpfabkluyA1jD6hkXFYfsLDCTDYbiUZCTixrNKsGQEbsZHwkACSoBv2/u1U8ZEFfyZmu/F1BDveTmRuHNN+ZCmeP/8yhnGvysLtKBSsNR6u6qMiiwlQAv23xswAR8uRqbSAPtYqAoN+HVZEWTRgg2MTSFkJjkHlWn00NUzR7SZtFVJei/AO1eX472Dp/Gtv32E6ob2iKUIctGsMj8FxRmJKEpPsHTT4VAVozejdN38ItQ0am0KnFG+Z4xMvjj82yoK9WsuLINlobaVL8tKgl0l4zx93tRc2FTCf6wcj6L0RDzw8t64KX8bk+JCYVpCxHNUssuOtq5eqArhprPOnEzzoSLH9KE6bXFxoNmn0Zqcl4JHr5+FHdWNKBuCDTU+qeKpz1RJRiJuWFSM8yqj24BEunpe+GqWgZhemAqbQkZly1Dz7QjKoRSJ/xIx5nHa8INLK3HFnEI8s7EKk/KSsaoixyhvCbZrgPnC/MPLKrFmcg7eO3jaaCrstKmQi/pnjc/AdfPH4lP6Dh5SituOGxaX4MHX9+Phq2f265EUzO2ryvGV5eNCrtbMKEzFk+8fweKyjAGlq14T5Ukl2m7+l84qQK7XjQ+P1PdrJKcohG+uq0BTe8+gtyP1Jjjwzl3L42YCNRCKQrhtVTk6u3uxalKOX2aX06aO2M3tULCpCu4+J352cYuV3BQ3Pr+4GFfNHbqLd1aSC9MKFFw4LS/yk6NgDsZePCMf9a1dKM4YfA8kZk12shMKAWO8/TMxrchKchll0yx2clJcg27qHk8LBMEQEeaXpuOFmxejpbMn4vEWpidAIS2zmYjwt68usvQ72lWlX5nDIlM516yiNHxmYRGmFwYPwAdaWZGNupauQfW7Gkl5XhccNiXkTlYOm4J7zpmISbnagt2U/BRMydf+/fnFJWho6w7Z03Gk3bikNOhCYSD5u55fmYvC9PBby38SmYNKi8syomoIPVgLSjOwoDQ+yiVZZDZVibv7ArdDxb3nTkT5MJWtjs9OwucWFQ95y44zGYl4yZ0bgFmzZolNmzbF+jDOWEIINLX3DDjzIVDV6TYs+8EbeODyaTi/MnYNqRljI8O8jTf7ZKlv7RrwNrxNHd1GPzsWOx3dvegTgt+fAU61dEZdivXijhr09ImYbrYRS0IINLR1D8vW3PHqb1uP4dZntuAfNy8elRkzQgj8+JV9KM3yYN3UMXHXW40xNjKIaLMQYlbE58VTUImI1gD4CQAVwCNCiO+Fez4HleJPbXMHMj2DS7dnjDHGGGMsVvr6BOrbuuKmFxRjjMWC1aBS3CwjEpEK4EEAawFUALiCiOIrl45FlJXk4oASY4wxxhg7YykKcUCJMcYsipugEoA5APYLIQ4KIboAPA3gghgfE2OMMcYYY4wxxhgLIp6CSnkAqkwfH9UfY4wxxhhjjDHGGGNxJp6CSpYQ0ReIaBMRbTp58mSsD4cxxhhjjDHGGGNsVIqnoFI1gALTx/n6Y36EEL8SQswSQszKzORt/BhjjDHGGGOMMcZiIZ6CShsBlBFRMRE5AHwawF9jfEyMMcYYY4wxxhhjLAhbrA9AEkL0ENFXAPwLgArgMSHERzE+LMYYY4wxxhhjjDEWRNwElQBACPEPAP+I9XEwxhhjjDHGGGOMsfDiqfyNMcYYY4wxxhhjjJ0hOKjEGGOMMcYYY4wxxqLGQSXGGGOMMcYYY4wxFjUSQsT6GAaMiE4COBzr4xgiGQDqYn0QjIXBY5SdCXicsnjHY5TFOx6j7EzA45TFu0/CGB0rhMiM9KQzOqj0SUJEm4QQs2J9HIyFwmOUnQl4nLJ4x2OUxTseo+xMwOOUxbvRNEa5/I0xxhhjjDHGGGOMRY2DSowxxhhjjDHGGGMsahxUih+/ivUBMBYBj1F2JuBxyuIdj1EW73iMsjMBj1MW70bNGOWeSowxxhhjjDHGGGMsapypxBhjjDHGGGOMMcaixkGlGCOiNUS0h4j2E9FdsT4eNnoR0WNEVEtEO0yPpRHRy0S0T/9/qv44EdFP9XG7jYhmxO7I2WhBRAVE9DoR7SSij4joFv1xHqcsLhCRi4g2ENFWfYx+S3+8mIje18fiH4jIoT/u1D/er3++KJbHz0YPIlKJ6EMi+rv+MY9RFleI6GMi2k5EW4hok/4YX+9Z3CAiLxE9S0S7iWgXEc0frWOUg0oxREQqgAcBrAVQAeAKIqqI7VGxUew3ANYEPHYXgFeFEGUAXtU/BrQxW6b/9wUAD43QMbLRrQfAbUKICgDzAHxZP2fyOGXxohPAciFEJYBpANYQ0TwA/wvgR0KIcQDqAXxOf/7nANTrj/9Ifx5jI+EWALtMH/MYZfFomRBimmlbdr7es3jyEwAvCiEmAKiEdk4dlWOUg0qxNQfAfiHEQSFEF4CnAVwQ42Nio5QQ4i0ApwMevgDA4/q/HwdwoenxJ4TmPQBeIhozMkfKRishRI0Q4gP9383QLt554HHK4oQ+1lr0D+36fwLAcgDP6o8HjlE5dp8FsIKIaIQOl41SRJQP4FwAj+gfE3iMsjMDX+9ZXCCiFABnAXgUAIQQXUKIBozSMcpBpdjKA1Bl+vio/hhj8SJbCFGj//s4gGz93zx2WUzpJRjTAbwPHqcsjuhlRVsA1AJ4GcABAA1CiB79KeZxaIxR/fONANJH9ojZKPRjAHcC6NM/TgePURZ/BICXiGgzEX1Bf4yv9yxeFAM4CeDXeinxI0SUiFE6RjmoxBizRGhbRfJ2kSzmiMgD4E8AviaEaDJ/jscpizUhRK8QYhqAfGgZyRNifEiMGYjoPAC1QojNsT4WxiJYJISYAa1s6MtEdJb5k3y9ZzFmAzADwENCiOkAWuErdQMwusYoB5ViqxpAgenjfP0xxuLFCZmaqf+/Vn+cxy6LCSKyQwso/V4I8Zz+MI9TFnf0NPjXAcyHluZu0z9lHofGGNU/nwLg1AgfKhtdFgI4n4g+htZ2YTm0viA8RllcEUJU6/+vBfA8tCA9X+9ZvDgK4KgQ4n3942ehBZlG5RjloFJsbQRQpu+44QDwaQB/jfExMWb2VwDX6f++DsBfTI9fq+9kMA9AoynVk7FhoffxeBTALiHEA6ZP8ThlcYGIMonIq//bDeBsaL2/Xgdwif60wDEqx+4lAF7TVzYZGxZCiLuFEPlCiCJo887XhBBXgccoiyNElEhESfLfAFYB2AG+3rM4IYQ4DqCKiMr1h1YA2IlROkaJrwuxRUTnQKttVwE8JoT4bowPiY1SRPQUgKUAMgCcAHA/gD8DeAZAIYDDAC4TQpzWb+5/Dm23uDYAnxFCbIrFcbPRg4gWAfg3gO3w9QK5B1pfJR6nLOaIaCq0xpwqtIW7Z4QQ3yaiEmhZIWkAPgRwtRCik4hcAH4LrT/YaQCfFkIcjM3Rs9GGiJYCuF0IcR6PURZP9PH4vP6hDcCTQojvElE6+HrP4gQRTYO24YEDwEEAn4F+7ccoG6McVGKMMcYYY4wxxhhjUePyN8YYY4wxxhhjjDEWNQ4qMcYYY4wxxhhjjLGocVCJMcYYY4wxxhhjjEWNg0qMMcYYY4wxxhhjLGocVGKMMcYYY4wxxhhjUeOgEmOMMcZYHCCipUT091gfB2OMMcaYVRxUYowxxhhjjDHGGGNR46ASY4wxxlgUiOhqItpARFuI6JdEpBJRCxH9iIg+IqJXiShTf+40InqPiLYR0fNElKo/Po6IXiGirUT0ARGV6t/eQ0TPEtFuIvo9EVHMflHGGGOMsQg4qMQYY4wxZhERTQRwOYCFQohpAHoBXAUgEcAmIcQkAG8CuF//kicAfF0IMRXAdtPjvwfwoBCiEsACADX649MBfA1ABYASAAuH/ZdijDHGGBsgW6wPgDHGGGPsDLICwEwAG/UkIjeAWgB9AP6gP+d3AJ4johQAXiHEm/rjjwP4IxElAcgTQjwPAEKIDgDQv98GIcRR/eMtAIoArB/+X4sxxhhjLHocVGKMMcYYs44APC6EuNvvQaL7Ap4nBvj9O03/7gXP1RhjjDEWx7j8jTHGGGPMulcBXEJEWQBARGlENBbanOoS/TlXAlgvhGgEUE9Ei/XHrwHwphCiGcBRIrpQ/x5OIkoY0d+CMcYYY2wI8OoXY4wxxphFQoidRHQvgJeISAHQDeDLAFoBzNE/Vwut7xIAXAfgYT1odBDAZ/THrwHwSyL6tv49Lh3BX4MxxhhjbEiQEAPNzmaMMcYYYwBARC1CCE+sj4MxxhhjbCRx+RtjjDHGGGOMMcYYixpnKjHGGGOMMcYYY4yxqHGmEmOMMcYYY4wxxhiLGgeVGGOMMcYYY4wxxljUOKjEGGOMMcYYY4wxxqLGQSXGGGOMMcYYY4wxFjUOKjHGGGOMMcYYY4yxqHFQiTHGGGOMMcYYY4xF7f8D/JWKGuVhR/oAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "all_rewards = []\n",
    "update_count = 0\n",
    "\n",
    "for episode in range(600):\n",
    "    state, rewards = env.reset(), 0\n",
    "    for i in range(10000):\n",
    "        action = select_action(episode, state)\n",
    "        next_state, reward, done, _ = env.step(action)\n",
    "        memory.store(state, action, next_state, reward, done)\n",
    "        state = next_state\n",
    "        rewards += reward\n",
    "        if done:\n",
    "            break\n",
    "        if len(memory) > batch_size:\n",
    "            train()\n",
    "            update_count += 1\n",
    "            if update_count % target_update == 0:\n",
    "                target_network.load_state_dict(network.state_dict())     \n",
    "    all_rewards.append(rewards)\n",
    "    plot_reward(episode,all_rewards)"
   ]
  }
 ],
 "metadata": {
  "hide_input": false,
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  },
  "varInspector": {
   "cols": {
    "lenName": 16,
    "lenType": 16,
    "lenVar": 40
   },
   "kernels_config": {
    "python": {
     "delete_cmd_postfix": "",
     "delete_cmd_prefix": "del ",
     "library": "var_list.py",
     "varRefreshCmd": "print(var_dic_list())"
    },
    "r": {
     "delete_cmd_postfix": ") ",
     "delete_cmd_prefix": "rm(",
     "library": "var_list.r",
     "varRefreshCmd": "cat(var_dic_list()) "
    }
   },
   "types_to_exclude": [
    "module",
    "function",
    "builtin_function_or_method",
    "instance",
    "_Feature"
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   "window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
